Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
!unzip -o processed_celeba_small.zip

Archive:  processed_celeba_small.zip
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms as T

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    img_transforms = T.Compose([T.Resize(image_size),
                                T.ToTensor()])
    img_data = datasets.ImageFolder(data_dir, transform=img_transforms)
    
    img_loader = torch.utils.data.DataLoader(img_data, batch_size=batch_size, shuffle=True)
    
    return img_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 64
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min_, max_ = feature_range
    x = x * (max_ - min_) + min_
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9843)
Max:  tensor(0.9608)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

# helper conv function
def conv(in_channels, out_channels, kernel_size=4, stride=2, padding=1, batch_norm=True):
    """Creates a convolutional layer, with optional batch normalization.
    """
    layers = []
    conv_layer = nn.Conv2d(in_channels, out_channels, 
                           kernel_size, stride, padding, bias=False)
    
    # append conv layer
    layers.append(conv_layer)

    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
     
    # using Sequential container
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        self.conv_dim = conv_dim
        
        # 32x32 input
        self.conv1 = conv(3, conv_dim, batch_norm=False) # first layer, no batch_norm
        # 16x16 out
        self.conv2 = conv(conv_dim, conv_dim*2)
        # 8x8 out
        self.conv3 = conv(conv_dim*2, conv_dim*4)
        # 4x4 out
        self.conv4 = conv(conv_dim*4, conv_dim*8)
        # 2x2 out
        
        # final, fully-connected layer
        self.fc = nn.Linear(conv_dim*8*2*2, 1)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        
        # all hidden layers + leaky relu activation
        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        out = F.leaky_relu(self.conv4(out), 0.2)
        
        # flatten
        out = out.view(-1, self.conv_dim*8*2*2)
        
        # final output layer
        out = self.fc(out)        
        
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

def deconv(in_channels, out_channels, kernel_size=4, stride=2, padding=1, batch_norm=True):
    """Creates a transposed-convolutional layer, with optional batch normalization.
    """
    # create a sequence of transpose + optional batch norm layers
    layers = []
    transpose_conv_layer = nn.ConvTranspose2d(in_channels, out_channels, 
                                              kernel_size, stride, padding, bias=False)
    # append transpose convolutional layer
    layers.append(transpose_conv_layer)
    
    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
        
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        
        self.conv_dim = conv_dim
        
        # first, fully-connected layer
        self.fc = nn.Linear(z_size, conv_dim*8*2*2)

        # transpose conv layers
        self.t_conv1 = deconv(conv_dim*8, conv_dim*4)
        self.t_conv2 = deconv(conv_dim*4, conv_dim*2)
        self.t_conv3 = deconv(conv_dim*2, conv_dim)
        self.t_conv4 = deconv(conv_dim, 3, batch_norm=False)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        
        # fully-connected + reshape 
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*8, 2, 2) 
        
        # hidden transpose conv layers + relu
        out = F.relu(self.t_conv1(out))
        out = F.relu(self.t_conv2(out))
        out = F.relu(self.t_conv3(out))
        
        # last layer + tanh activation
        out = self.t_conv4(out)
        out = F.tanh(out)
        
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    if hasattr(m, 'weight') and (classname.find('Conv') != -1 or classname.find('Linear') != -1):
        torch.nn.init.normal_(m.weight.data, mean=0.0, std=0.02)
        if hasattr(m, 'bias') and m.bias is not None:
            torch.nn.init.constant_(m.bias.data, 0.0)

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 32
g_conv_dim = 32
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv4): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=1024, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=1024, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(64, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv4): Sequential(
    (0): ConvTranspose2d(32, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out, smooth = False):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    
    # label smoothing
    if smooth:
        # smooth, real labels = 0.9
        labels = torch.ones(batch_size)*0.9
    else:
        labels = torch.ones(batch_size) # real labels = 1
        
    if train_on_gpu:
        labels = labels.cuda()
    # binary cross entropy with logits loss
    criterion = nn.BCEWithLogitsLoss()
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size) # fake labels = 0
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss
    

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

# According to the article: UNSUPERVISED REPRESENTATION LEARNING WITH DEEP CONVOLUTIONAL GENERATIVE ADVERSARIAL NETWORKS
# Link: https://arxiv.org/pdf/1511.06434.pdf
# Adam optimizer
# We found the suggested learning rate of 0.001, to be too high, using 0.0002 instead.
# Additionally, we found leaving the momentum term β1 at the suggested value of 0.9 resulted in 
# training oscillation and instability while reducing it to 0.5 helped stabilize training.

import torch.optim as optim

# params
lr = 0.0001
beta1=0.5
beta2=0.999 # default value

# Create optimizers for the discriminator and generator
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)
            
            if train_on_gpu:
                real_images = real_images.cuda()

            # 1. Train the discriminator on real and fake images
            d_optimizer.zero_grad()
            D_real = D(real_images)
            d_real_loss = real_loss(D_real, smooth=True)
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            # move x to GPU, if available
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            
            # Compute the discriminator losses on fake images            
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)

            # add up loss and perform backprop
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()
        
            # 2. Train the generator with an adversarial loss
            
            g_optimizer.zero_grad()
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)

            # Compute the discriminator losses on fake images 
            # using flipped labels!
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake) # use real loss to flip labels

            # perform backprop
            g_loss.backward()
            g_optimizer.step()            

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode
        
        torch.save(G.state_dict(), 'G_checkpoint.pth')
        torch.save(D.state_dict(), 'D_checkpoint.pth')

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

from workspace_utils import active_session
n_epochs = 100

with active_session():
    losses = train(D, G, n_epochs=n_epochs)
    
    with open('train_losses.pkl', 'wb') as f:
        pkl.dump(losses, f)

Epoch [    1/  100] | d_loss: 0.7026 | g_loss: 6.8295
Epoch [    1/  100] | d_loss: 0.3520 | g_loss: 4.2150
Epoch [    1/  100] | d_loss: 0.4043 | g_loss: 3.9655
Epoch [    1/  100] | d_loss: 0.4099 | g_loss: 4.0514
Epoch [    1/  100] | d_loss: 0.3561 | g_loss: 4.5559
Epoch [    1/  100] | d_loss: 0.3576 | g_loss: 4.8941
Epoch [    1/  100] | d_loss: 0.3456 | g_loss: 6.1890
Epoch [    1/  100] | d_loss: 0.3498 | g_loss: 5.9019
Epoch [    1/  100] | d_loss: 0.3588 | g_loss: 3.9701
Epoch [    1/  100] | d_loss: 0.3638 | g_loss: 4.5604
Epoch [    1/  100] | d_loss: 0.3579 | g_loss: 4.3418
Epoch [    1/  100] | d_loss: 0.3511 | g_loss: 5.6052
Epoch [    1/  100] | d_loss: 0.3909 | g_loss: 2.9098
Epoch [    1/  100] | d_loss: 0.3691 | g_loss: 5.6268
Epoch [    1/  100] | d_loss: 0.3469 | g_loss: 5.6881
Epoch [    1/  100] | d_loss: 0.3657 | g_loss: 5.1439
Epoch [    1/  100] | d_loss: 0.3465 | g_loss: 5.0469
Epoch [    1/  100] | d_loss: 0.3543 | g_loss: 4.9686
Epoch [    1/  100] | d_loss: 0.3454 | g_loss: 5.8875
Epoch [    1/  100] | d_loss: 0.3889 | g_loss: 3.6581
Epoch [    1/  100] | d_loss: 0.3594 | g_loss: 5.8758
Epoch [    1/  100] | d_loss: 0.3542 | g_loss: 4.5054
Epoch [    1/  100] | d_loss: 0.3715 | g_loss: 3.9680
Epoch [    1/  100] | d_loss: 0.3676 | g_loss: 5.3383
Epoch [    1/  100] | d_loss: 0.3590 | g_loss: 3.6436
Epoch [    1/  100] | d_loss: 0.3558 | g_loss: 4.6514
Epoch [    1/  100] | d_loss: 0.4139 | g_loss: 5.8829
Epoch [    1/  100] | d_loss: 0.3648 | g_loss: 5.5937
Epoch [    1/  100] | d_loss: 0.3553 | g_loss: 5.8242
Epoch [    2/  100] | d_loss: 0.3488 | g_loss: 4.4571
Epoch [    2/  100] | d_loss: 0.3677 | g_loss: 3.1032
Epoch [    2/  100] | d_loss: 0.3617 | g_loss: 4.4469
Epoch [    2/  100] | d_loss: 0.3550 | g_loss: 4.7952
Epoch [    2/  100] | d_loss: 0.3632 | g_loss: 4.0967
Epoch [    2/  100] | d_loss: 0.3465 | g_loss: 5.0179
Epoch [    2/  100] | d_loss: 0.3540 | g_loss: 5.3882
Epoch [    2/  100] | d_loss: 0.3941 | g_loss: 4.2689
Epoch [    2/  100] | d_loss: 0.3508 | g_loss: 5.1789
Epoch [    2/  100] | d_loss: 0.3555 | g_loss: 4.9394
Epoch [    2/  100] | d_loss: 0.4050 | g_loss: 4.1673
Epoch [    2/  100] | d_loss: 0.5042 | g_loss: 4.6979
Epoch [    2/  100] | d_loss: 0.3817 | g_loss: 5.0694
Epoch [    2/  100] | d_loss: 0.3709 | g_loss: 6.5373
Epoch [    2/  100] | d_loss: 0.3753 | g_loss: 4.4619
Epoch [    2/  100] | d_loss: 0.3589 | g_loss: 5.5854
Epoch [    2/  100] | d_loss: 0.3796 | g_loss: 4.7064
Epoch [    2/  100] | d_loss: 0.5975 | g_loss: 4.1053
Epoch [    2/  100] | d_loss: 0.3548 | g_loss: 5.3135
Epoch [    2/  100] | d_loss: 0.3511 | g_loss: 5.4333
Epoch [    2/  100] | d_loss: 0.3729 | g_loss: 4.7186
Epoch [    2/  100] | d_loss: 0.3389 | g_loss: 5.5448
Epoch [    2/  100] | d_loss: 0.3534 | g_loss: 5.3059
Epoch [    2/  100] | d_loss: 0.3510 | g_loss: 5.4977
Epoch [    2/  100] | d_loss: 0.3405 | g_loss: 6.1236
Epoch [    2/  100] | d_loss: 0.3415 | g_loss: 5.9363
Epoch [    2/  100] | d_loss: 0.4197 | g_loss: 4.3557
Epoch [    2/  100] | d_loss: 0.3700 | g_loss: 5.0105
Epoch [    2/  100] | d_loss: 0.3698 | g_loss: 5.1414
Epoch [    3/  100] | d_loss: 0.4011 | g_loss: 3.7440
Epoch [    3/  100] | d_loss: 0.3475 | g_loss: 5.8187
Epoch [    3/  100] | d_loss: 0.3498 | g_loss: 5.2745
Epoch [    3/  100] | d_loss: 0.3494 | g_loss: 4.5024
Epoch [    3/  100] | d_loss: 0.3818 | g_loss: 4.2900
Epoch [    3/  100] | d_loss: 0.3536 | g_loss: 5.7096
Epoch [    3/  100] | d_loss: 0.3481 | g_loss: 4.5028
Epoch [    3/  100] | d_loss: 0.3540 | g_loss: 5.8864
Epoch [    3/  100] | d_loss: 0.3909 | g_loss: 5.7579
Epoch [    3/  100] | d_loss: 0.3525 | g_loss: 4.8898
Epoch [    3/  100] | d_loss: 0.3630 | g_loss: 5.5081
Epoch [    3/  100] | d_loss: 0.3504 | g_loss: 6.1711
Epoch [    3/  100] | d_loss: 0.3468 | g_loss: 5.0106
Epoch [    3/  100] | d_loss: 0.3532 | g_loss: 6.1097
Epoch [    3/  100] | d_loss: 0.3547 | g_loss: 5.7167
Epoch [    3/  100] | d_loss: 0.3636 | g_loss: 5.4189
Epoch [    3/  100] | d_loss: 0.3516 | g_loss: 4.4694
Epoch [    3/  100] | d_loss: 0.3595 | g_loss: 5.3509
Epoch [    3/  100] | d_loss: 0.3975 | g_loss: 5.1847
Epoch [    3/  100] | d_loss: 0.3513 | g_loss: 4.3888
Epoch [    3/  100] | d_loss: 0.3705 | g_loss: 6.3123
Epoch [    3/  100] | d_loss: 0.3457 | g_loss: 4.6828
Epoch [    3/  100] | d_loss: 0.3865 | g_loss: 5.9735
Epoch [    3/  100] | d_loss: 0.3622 | g_loss: 4.9096
Epoch [    3/  100] | d_loss: 0.4308 | g_loss: 5.4584
Epoch [    3/  100] | d_loss: 0.3511 | g_loss: 4.8229
Epoch [    3/  100] | d_loss: 0.3523 | g_loss: 4.6064
Epoch [    3/  100] | d_loss: 0.3519 | g_loss: 5.6617
Epoch [    3/  100] | d_loss: 0.3649 | g_loss: 5.5593
Epoch [    4/  100] | d_loss: 0.5033 | g_loss: 3.4840
Epoch [    4/  100] | d_loss: 0.3594 | g_loss: 5.1609
Epoch [    4/  100] | d_loss: 0.4082 | g_loss: 4.3957
Epoch [    4/  100] | d_loss: 0.3559 | g_loss: 4.9129
Epoch [    4/  100] | d_loss: 0.3554 | g_loss: 3.6063
Epoch [    4/  100] | d_loss: 0.4451 | g_loss: 4.6376
Epoch [    4/  100] | d_loss: 0.3956 | g_loss: 4.7898
Epoch [    4/  100] | d_loss: 0.4376 | g_loss: 4.7137
Epoch [    4/  100] | d_loss: 0.4177 | g_loss: 4.5645
Epoch [    4/  100] | d_loss: 0.3615 | g_loss: 5.4878
Epoch [    4/  100] | d_loss: 0.3830 | g_loss: 5.2972
Epoch [    4/  100] | d_loss: 0.3788 | g_loss: 4.2645
Epoch [    4/  100] | d_loss: 0.3515 | g_loss: 4.7450
Epoch [    4/  100] | d_loss: 0.4294 | g_loss: 4.2319
Epoch [    4/  100] | d_loss: 0.3544 | g_loss: 4.6889
Epoch [    4/  100] | d_loss: 0.3743 | g_loss: 5.3062
Epoch [    4/  100] | d_loss: 0.3940 | g_loss: 3.3316
Epoch [    4/  100] | d_loss: 0.3511 | g_loss: 5.7686
Epoch [    4/  100] | d_loss: 0.3438 | g_loss: 5.6282
Epoch [    4/  100] | d_loss: 0.3448 | g_loss: 5.7733
Epoch [    4/  100] | d_loss: 0.3454 | g_loss: 5.1371
Epoch [    4/  100] | d_loss: 0.3667 | g_loss: 5.0322
Epoch [    4/  100] | d_loss: 0.3705 | g_loss: 3.8539
Epoch [    4/  100] | d_loss: 0.3523 | g_loss: 6.3495
Epoch [    4/  100] | d_loss: 0.4064 | g_loss: 4.6667
Epoch [    4/  100] | d_loss: 0.3711 | g_loss: 6.1152
Epoch [    4/  100] | d_loss: 0.3871 | g_loss: 5.8782
Epoch [    4/  100] | d_loss: 0.3488 | g_loss: 4.4909
Epoch [    4/  100] | d_loss: 0.3760 | g_loss: 4.1798
Epoch [    5/  100] | d_loss: 0.3788 | g_loss: 4.1206
Epoch [    5/  100] | d_loss: 0.3413 | g_loss: 6.2104
Epoch [    5/  100] | d_loss: 0.3697 | g_loss: 5.3963
Epoch [    5/  100] | d_loss: 0.3902 | g_loss: 5.1780
Epoch [    5/  100] | d_loss: 0.4690 | g_loss: 4.1620
Epoch [    5/  100] | d_loss: 0.3493 | g_loss: 5.2758
Epoch [    5/  100] | d_loss: 0.3929 | g_loss: 4.8971
Epoch [    5/  100] | d_loss: 0.3634 | g_loss: 5.2010
Epoch [    5/  100] | d_loss: 0.3863 | g_loss: 4.2611
Epoch [    5/  100] | d_loss: 0.3505 | g_loss: 5.4225
Epoch [    5/  100] | d_loss: 0.3490 | g_loss: 5.4966
Epoch [    5/  100] | d_loss: 0.3568 | g_loss: 5.1966
Epoch [    5/  100] | d_loss: 0.3481 | g_loss: 5.3158
Epoch [    5/  100] | d_loss: 0.3684 | g_loss: 5.0896
Epoch [    5/  100] | d_loss: 0.3473 | g_loss: 4.0277
Epoch [    5/  100] | d_loss: 0.3987 | g_loss: 5.2229
Epoch [    5/  100] | d_loss: 0.3836 | g_loss: 4.8560
Epoch [    5/  100] | d_loss: 0.3442 | g_loss: 5.8333
Epoch [    5/  100] | d_loss: 0.3731 | g_loss: 4.2592
Epoch [    5/  100] | d_loss: 0.3518 | g_loss: 4.2691
Epoch [    5/  100] | d_loss: 0.3525 | g_loss: 5.4701
Epoch [    5/  100] | d_loss: 0.3454 | g_loss: 4.6011
Epoch [    5/  100] | d_loss: 0.3501 | g_loss: 5.8875
Epoch [    5/  100] | d_loss: 0.4027 | g_loss: 5.0472
Epoch [    5/  100] | d_loss: 0.3624 | g_loss: 4.5377
Epoch [    5/  100] | d_loss: 0.4069 | g_loss: 5.2355
Epoch [    5/  100] | d_loss: 0.3566 | g_loss: 3.7794
Epoch [    5/  100] | d_loss: 0.3531 | g_loss: 3.9562
Epoch [    5/  100] | d_loss: 0.4149 | g_loss: 3.9487
Epoch [    6/  100] | d_loss: 0.3461 | g_loss: 5.2660
Epoch [    6/  100] | d_loss: 0.3559 | g_loss: 6.0720
Epoch [    6/  100] | d_loss: 0.3634 | g_loss: 4.1392
Epoch [    6/  100] | d_loss: 0.3732 | g_loss: 4.9656
Epoch [    6/  100] | d_loss: 0.3510 | g_loss: 4.1352
Epoch [    6/  100] | d_loss: 0.3666 | g_loss: 5.4214
Epoch [    6/  100] | d_loss: 0.3770 | g_loss: 3.4654
Epoch [    6/  100] | d_loss: 0.3798 | g_loss: 5.5330
Epoch [    6/  100] | d_loss: 0.3445 | g_loss: 4.1615
Epoch [    6/  100] | d_loss: 0.3526 | g_loss: 5.0250
Epoch [    6/  100] | d_loss: 0.3789 | g_loss: 5.1030
Epoch [    6/  100] | d_loss: 0.3492 | g_loss: 6.0334
Epoch [    6/  100] | d_loss: 0.3416 | g_loss: 5.0735
Epoch [    6/  100] | d_loss: 0.3611 | g_loss: 5.1635
Epoch [    6/  100] | d_loss: 0.3577 | g_loss: 5.9176
Epoch [    6/  100] | d_loss: 0.3586 | g_loss: 4.5962
Epoch [    6/  100] | d_loss: 0.3524 | g_loss: 5.4495
Epoch [    6/  100] | d_loss: 0.4000 | g_loss: 3.6058
Epoch [    6/  100] | d_loss: 0.3522 | g_loss: 4.5934
Epoch [    6/  100] | d_loss: 0.3580 | g_loss: 6.6560
Epoch [    6/  100] | d_loss: 0.3470 | g_loss: 5.2758
Epoch [    6/  100] | d_loss: 0.3738 | g_loss: 4.9063
Epoch [    6/  100] | d_loss: 0.3514 | g_loss: 5.6616
Epoch [    6/  100] | d_loss: 0.3391 | g_loss: 6.0145
Epoch [    6/  100] | d_loss: 0.3513 | g_loss: 5.1258
Epoch [    6/  100] | d_loss: 0.3602 | g_loss: 5.2760
Epoch [    6/  100] | d_loss: 0.3529 | g_loss: 5.8720
Epoch [    6/  100] | d_loss: 0.3421 | g_loss: 6.9553
Epoch [    6/  100] | d_loss: 0.3558 | g_loss: 5.2352
Epoch [    7/  100] | d_loss: 0.7013 | g_loss: 6.5467
Epoch [    7/  100] | d_loss: 0.3894 | g_loss: 5.2016
Epoch [    7/  100] | d_loss: 0.4380 | g_loss: 3.9746
Epoch [    7/  100] | d_loss: 0.3428 | g_loss: 5.3069
Epoch [    7/  100] | d_loss: 0.3530 | g_loss: 4.5986
Epoch [    7/  100] | d_loss: 0.3598 | g_loss: 5.2021
Epoch [    7/  100] | d_loss: 0.3745 | g_loss: 5.6538
Epoch [    7/  100] | d_loss: 0.3837 | g_loss: 4.7881
Epoch [    7/  100] | d_loss: 0.3414 | g_loss: 6.1220
Epoch [    7/  100] | d_loss: 0.3562 | g_loss: 4.5053
Epoch [    7/  100] | d_loss: 0.3395 | g_loss: 4.8888
Epoch [    7/  100] | d_loss: 0.3419 | g_loss: 4.6461
Epoch [    7/  100] | d_loss: 0.3464 | g_loss: 4.1939
Epoch [    7/  100] | d_loss: 0.3504 | g_loss: 4.9769
Epoch [    7/  100] | d_loss: 0.3633 | g_loss: 5.1303
Epoch [    7/  100] | d_loss: 0.3946 | g_loss: 6.1450
Epoch [    7/  100] | d_loss: 0.3645 | g_loss: 5.4602
Epoch [    7/  100] | d_loss: 0.3724 | g_loss: 5.8210
Epoch [    7/  100] | d_loss: 0.3460 | g_loss: 6.0115
Epoch [    7/  100] | d_loss: 0.3426 | g_loss: 5.6432
Epoch [    7/  100] | d_loss: 0.3501 | g_loss: 6.1070
Epoch [    7/  100] | d_loss: 0.3546 | g_loss: 5.7434
Epoch [    7/  100] | d_loss: 0.3658 | g_loss: 5.6759
Epoch [    7/  100] | d_loss: 0.3401 | g_loss: 6.1102
Epoch [    7/  100] | d_loss: 0.3674 | g_loss: 6.4049
Epoch [    7/  100] | d_loss: 0.3824 | g_loss: 5.3986
Epoch [    7/  100] | d_loss: 0.3492 | g_loss: 5.4050
Epoch [    7/  100] | d_loss: 0.3628 | g_loss: 6.2386
Epoch [    7/  100] | d_loss: 0.3998 | g_loss: 4.9251
Epoch [    8/  100] | d_loss: 0.3516 | g_loss: 6.4767
Epoch [    8/  100] | d_loss: 0.3635 | g_loss: 3.9957
Epoch [    8/  100] | d_loss: 0.3524 | g_loss: 5.1934
Epoch [    8/  100] | d_loss: 0.3692 | g_loss: 5.6414
Epoch [    8/  100] | d_loss: 0.3439 | g_loss: 4.9019
Epoch [    8/  100] | d_loss: 0.3692 | g_loss: 5.3330
Epoch [    8/  100] | d_loss: 0.3377 | g_loss: 5.9781
Epoch [    8/  100] | d_loss: 0.3484 | g_loss: 5.7639
Epoch [    8/  100] | d_loss: 0.3547 | g_loss: 5.4118
Epoch [    8/  100] | d_loss: 0.3605 | g_loss: 5.2526
Epoch [    8/  100] | d_loss: 0.3634 | g_loss: 4.3042
Epoch [    8/  100] | d_loss: 0.3452 | g_loss: 5.9935
Epoch [    8/  100] | d_loss: 0.3392 | g_loss: 5.6965
Epoch [    8/  100] | d_loss: 0.3547 | g_loss: 6.2730
Epoch [    8/  100] | d_loss: 0.3628 | g_loss: 5.5732
Epoch [    8/  100] | d_loss: 0.3438 | g_loss: 5.2357
Epoch [    8/  100] | d_loss: 0.3440 | g_loss: 6.1079
Epoch [    8/  100] | d_loss: 0.3464 | g_loss: 7.1269
Epoch [    8/  100] | d_loss: 0.3401 | g_loss: 7.2177
Epoch [    8/  100] | d_loss: 0.3621 | g_loss: 5.5169
Epoch [    8/  100] | d_loss: 0.3516 | g_loss: 6.3184
Epoch [    8/  100] | d_loss: 0.3512 | g_loss: 6.8462
Epoch [    8/  100] | d_loss: 0.3432 | g_loss: 6.7864
Epoch [    8/  100] | d_loss: 0.3778 | g_loss: 6.5557
Epoch [    8/  100] | d_loss: 0.3431 | g_loss: 6.8991
Epoch [    8/  100] | d_loss: 0.3518 | g_loss: 7.1585
Epoch [    8/  100] | d_loss: 0.3512 | g_loss: 7.0336
Epoch [    8/  100] | d_loss: 0.3476 | g_loss: 5.8948
Epoch [    8/  100] | d_loss: 0.3476 | g_loss: 7.2440
Epoch [    9/  100] | d_loss: 0.3893 | g_loss: 5.2469
Epoch [    9/  100] | d_loss: 0.3566 | g_loss: 5.9472
Epoch [    9/  100] | d_loss: 0.4268 | g_loss: 7.4132
Epoch [    9/  100] | d_loss: 0.3944 | g_loss: 5.5395
Epoch [    9/  100] | d_loss: 0.3503 | g_loss: 6.1983
Epoch [    9/  100] | d_loss: 0.3490 | g_loss: 7.0089
Epoch [    9/  100] | d_loss: 0.3677 | g_loss: 6.3800
Epoch [    9/  100] | d_loss: 0.3774 | g_loss: 7.2254
Epoch [    9/  100] | d_loss: 0.3416 | g_loss: 8.1279
Epoch [    9/  100] | d_loss: 0.3429 | g_loss: 6.5246
Epoch [    9/  100] | d_loss: 0.3483 | g_loss: 5.9646
Epoch [    9/  100] | d_loss: 0.3432 | g_loss: 7.2502
Epoch [    9/  100] | d_loss: 0.3383 | g_loss: 6.5029
Epoch [    9/  100] | d_loss: 0.3419 | g_loss: 6.1622
Epoch [    9/  100] | d_loss: 0.3433 | g_loss: 6.5675
Epoch [    9/  100] | d_loss: 0.3552 | g_loss: 5.6634
Epoch [    9/  100] | d_loss: 0.3441 | g_loss: 6.7969
Epoch [    9/  100] | d_loss: 0.4152 | g_loss: 4.6716
Epoch [    9/  100] | d_loss: 0.3398 | g_loss: 6.7741
Epoch [    9/  100] | d_loss: 0.3357 | g_loss: 6.3085
Epoch [    9/  100] | d_loss: 0.3703 | g_loss: 5.0242
Epoch [    9/  100] | d_loss: 0.3520 | g_loss: 5.9882
Epoch [    9/  100] | d_loss: 0.3388 | g_loss: 6.9709
Epoch [    9/  100] | d_loss: 0.3387 | g_loss: 5.5267
Epoch [    9/  100] | d_loss: 0.3376 | g_loss: 8.3522
Epoch [    9/  100] | d_loss: 0.3501 | g_loss: 6.7320
Epoch [    9/  100] | d_loss: 0.3477 | g_loss: 6.4916
Epoch [    9/  100] | d_loss: 0.3509 | g_loss: 5.9294
Epoch [    9/  100] | d_loss: 0.3381 | g_loss: 5.9280
Epoch [   10/  100] | d_loss: 0.3669 | g_loss: 6.0323
Epoch [   10/  100] | d_loss: 0.3380 | g_loss: 6.3076
Epoch [   10/  100] | d_loss: 0.3445 | g_loss: 5.8575
Epoch [   10/  100] | d_loss: 0.3476 | g_loss: 6.2679
Epoch [   10/  100] | d_loss: 0.3898 | g_loss: 5.1283
Epoch [   10/  100] | d_loss: 0.3805 | g_loss: 5.5024
Epoch [   10/  100] | d_loss: 0.3399 | g_loss: 6.2859
Epoch [   10/  100] | d_loss: 0.4252 | g_loss: 5.0464
Epoch [   10/  100] | d_loss: 0.3337 | g_loss: 6.8159
Epoch [   10/  100] | d_loss: 0.3378 | g_loss: 6.1656
Epoch [   10/  100] | d_loss: 0.3372 | g_loss: 7.1456
Epoch [   10/  100] | d_loss: 0.3393 | g_loss: 5.7525
Epoch [   10/  100] | d_loss: 0.3390 | g_loss: 6.1324
Epoch [   10/  100] | d_loss: 0.3631 | g_loss: 5.3612
Epoch [   10/  100] | d_loss: 0.3500 | g_loss: 6.7263
Epoch [   10/  100] | d_loss: 0.3529 | g_loss: 5.6543
Epoch [   10/  100] | d_loss: 0.3680 | g_loss: 4.6730
Epoch [   10/  100] | d_loss: 0.3394 | g_loss: 6.0644
Epoch [   10/  100] | d_loss: 0.3400 | g_loss: 6.1796
Epoch [   10/  100] | d_loss: 0.3511 | g_loss: 7.3765
Epoch [   10/  100] | d_loss: 0.3345 | g_loss: 6.7653
Epoch [   10/  100] | d_loss: 0.3560 | g_loss: 6.2976
Epoch [   10/  100] | d_loss: 0.3822 | g_loss: 5.4881
Epoch [   10/  100] | d_loss: 0.3633 | g_loss: 5.2349
Epoch [   10/  100] | d_loss: 0.3409 | g_loss: 7.1243
Epoch [   10/  100] | d_loss: 0.3526 | g_loss: 6.4931
Epoch [   10/  100] | d_loss: 0.3411 | g_loss: 7.3240
Epoch [   10/  100] | d_loss: 0.3551 | g_loss: 6.1454
Epoch [   10/  100] | d_loss: 0.3624 | g_loss: 5.4653
Epoch [   11/  100] | d_loss: 0.3496 | g_loss: 6.1102
Epoch [   11/  100] | d_loss: 0.3426 | g_loss: 6.6544
Epoch [   11/  100] | d_loss: 0.3645 | g_loss: 5.7620
Epoch [   11/  100] | d_loss: 0.3407 | g_loss: 7.0881
Epoch [   11/  100] | d_loss: 0.3367 | g_loss: 8.0586
Epoch [   11/  100] | d_loss: 0.3500 | g_loss: 6.8055
Epoch [   11/  100] | d_loss: 0.3798 | g_loss: 4.8113
Epoch [   11/  100] | d_loss: 0.3476 | g_loss: 7.2062
Epoch [   11/  100] | d_loss: 0.3493 | g_loss: 5.6725
Epoch [   11/  100] | d_loss: 0.3538 | g_loss: 5.5767
Epoch [   11/  100] | d_loss: 0.3472 | g_loss: 7.0515
Epoch [   11/  100] | d_loss: 0.3479 | g_loss: 5.8617
Epoch [   11/  100] | d_loss: 0.3805 | g_loss: 6.5902
Epoch [   11/  100] | d_loss: 0.3397 | g_loss: 6.6131
Epoch [   11/  100] | d_loss: 0.3367 | g_loss: 7.1041
Epoch [   11/  100] | d_loss: 0.3394 | g_loss: 6.5086
Epoch [   11/  100] | d_loss: 0.3955 | g_loss: 7.8060
Epoch [   11/  100] | d_loss: 0.3711 | g_loss: 4.3647
Epoch [   11/  100] | d_loss: 0.3358 | g_loss: 6.4540
Epoch [   11/  100] | d_loss: 0.3502 | g_loss: 5.9873
Epoch [   11/  100] | d_loss: 0.3387 | g_loss: 6.1376
Epoch [   11/  100] | d_loss: 0.3452 | g_loss: 5.4374
Epoch [   11/  100] | d_loss: 0.3397 | g_loss: 6.2006
Epoch [   11/  100] | d_loss: 0.3552 | g_loss: 5.4019
Epoch [   11/  100] | d_loss: 0.3427 | g_loss: 6.9363
Epoch [   11/  100] | d_loss: 0.3391 | g_loss: 6.1468
Epoch [   11/  100] | d_loss: 0.3513 | g_loss: 6.1562
Epoch [   11/  100] | d_loss: 0.3454 | g_loss: 6.4808
Epoch [   11/  100] | d_loss: 0.3617 | g_loss: 6.0049
Epoch [   12/  100] | d_loss: 0.3492 | g_loss: 4.9787
Epoch [   12/  100] | d_loss: 0.3589 | g_loss: 5.9568
Epoch [   12/  100] | d_loss: 0.3479 | g_loss: 7.2068
Epoch [   12/  100] | d_loss: 0.3430 | g_loss: 6.3013
Epoch [   12/  100] | d_loss: 0.5070 | g_loss: 3.3504
Epoch [   12/  100] | d_loss: 0.3861 | g_loss: 4.3679
Epoch [   12/  100] | d_loss: 0.3382 | g_loss: 7.0776
Epoch [   12/  100] | d_loss: 0.3802 | g_loss: 4.6324
Epoch [   12/  100] | d_loss: 0.3510 | g_loss: 7.0481
Epoch [   12/  100] | d_loss: 0.3909 | g_loss: 6.6410
Epoch [   12/  100] | d_loss: 0.4472 | g_loss: 4.7905
Epoch [   12/  100] | d_loss: 0.3548 | g_loss: 5.5825
Epoch [   12/  100] | d_loss: 0.3393 | g_loss: 5.9981
Epoch [   12/  100] | d_loss: 0.3484 | g_loss: 6.5054
Epoch [   12/  100] | d_loss: 0.3892 | g_loss: 6.4178
Epoch [   12/  100] | d_loss: 0.3430 | g_loss: 6.6274
Epoch [   12/  100] | d_loss: 0.3495 | g_loss: 5.1568
Epoch [   12/  100] | d_loss: 0.3492 | g_loss: 6.4081
Epoch [   12/  100] | d_loss: 0.3388 | g_loss: 5.9706
Epoch [   12/  100] | d_loss: 0.3386 | g_loss: 7.1197
Epoch [   12/  100] | d_loss: 0.3390 | g_loss: 6.8882
Epoch [   12/  100] | d_loss: 0.3531 | g_loss: 7.6106
Epoch [   12/  100] | d_loss: 0.3382 | g_loss: 7.7215
Epoch [   12/  100] | d_loss: 0.3522 | g_loss: 6.0647
Epoch [   12/  100] | d_loss: 0.3398 | g_loss: 5.7597
Epoch [   12/  100] | d_loss: 0.3739 | g_loss: 4.8849
Epoch [   12/  100] | d_loss: 0.3378 | g_loss: 6.1235
Epoch [   12/  100] | d_loss: 0.3635 | g_loss: 5.9177
Epoch [   12/  100] | d_loss: 0.3491 | g_loss: 6.1497
Epoch [   13/  100] | d_loss: 0.3378 | g_loss: 7.9032
Epoch [   13/  100] | d_loss: 0.3399 | g_loss: 6.7383
Epoch [   13/  100] | d_loss: 0.3753 | g_loss: 6.0812
Epoch [   13/  100] | d_loss: 0.3429 | g_loss: 5.4512
Epoch [   13/  100] | d_loss: 0.3392 | g_loss: 6.8302
Epoch [   13/  100] | d_loss: 0.3430 | g_loss: 6.4267
Epoch [   13/  100] | d_loss: 0.3543 | g_loss: 4.8684
Epoch [   13/  100] | d_loss: 0.3499 | g_loss: 6.1232
Epoch [   13/  100] | d_loss: 0.3836 | g_loss: 4.8832
Epoch [   13/  100] | d_loss: 0.3398 | g_loss: 6.1130
Epoch [   13/  100] | d_loss: 0.3446 | g_loss: 4.6913
Epoch [   13/  100] | d_loss: 0.3694 | g_loss: 6.7037
Epoch [   13/  100] | d_loss: 0.3872 | g_loss: 5.7371
Epoch [   13/  100] | d_loss: 0.3553 | g_loss: 6.8463
Epoch [   13/  100] | d_loss: 0.3422 | g_loss: 12.1976
Epoch [   13/  100] | d_loss: 0.3375 | g_loss: 5.9218
Epoch [   13/  100] | d_loss: 0.3432 | g_loss: 5.4047
Epoch [   13/  100] | d_loss: 0.3529 | g_loss: 5.3591
Epoch [   13/  100] | d_loss: 0.3492 | g_loss: 5.3117
Epoch [   13/  100] | d_loss: 0.3469 | g_loss: 6.3869
Epoch [   13/  100] | d_loss: 0.3465 | g_loss: 6.5464
Epoch [   13/  100] | d_loss: 0.3397 | g_loss: 5.9721
Epoch [   13/  100] | d_loss: 0.3473 | g_loss: 6.3455
Epoch [   13/  100] | d_loss: 0.3406 | g_loss: 5.4455
Epoch [   13/  100] | d_loss: 0.3424 | g_loss: 6.5015
Epoch [   13/  100] | d_loss: 0.3471 | g_loss: 6.0792
Epoch [   13/  100] | d_loss: 0.3445 | g_loss: 5.7462
Epoch [   13/  100] | d_loss: 0.3542 | g_loss: 5.1410
Epoch [   13/  100] | d_loss: 0.3923 | g_loss: 4.4784
Epoch [   14/  100] | d_loss: 0.4894 | g_loss: 4.9159
Epoch [   14/  100] | d_loss: 0.3396 | g_loss: 5.9327
Epoch [   14/  100] | d_loss: 0.3632 | g_loss: 5.3093
Epoch [   14/  100] | d_loss: 0.3470 | g_loss: 5.3397
Epoch [   14/  100] | d_loss: 0.3811 | g_loss: 5.1642
Epoch [   14/  100] | d_loss: 0.3672 | g_loss: 6.3868
Epoch [   14/  100] | d_loss: 0.3491 | g_loss: 5.2283
Epoch [   14/  100] | d_loss: 0.4458 | g_loss: 3.1050
Epoch [   14/  100] | d_loss: 0.3610 | g_loss: 5.5243
Epoch [   14/  100] | d_loss: 0.3427 | g_loss: 6.6120
Epoch [   14/  100] | d_loss: 0.3495 | g_loss: 5.8132
Epoch [   14/  100] | d_loss: 0.3514 | g_loss: 6.1284
Epoch [   14/  100] | d_loss: 0.3483 | g_loss: 7.1136
Epoch [   14/  100] | d_loss: 0.3513 | g_loss: 5.3316
Epoch [   14/  100] | d_loss: 0.4350 | g_loss: 5.5187
Epoch [   14/  100] | d_loss: 0.3423 | g_loss: 6.1711
Epoch [   14/  100] | d_loss: 0.4034 | g_loss: 4.8868
Epoch [   14/  100] | d_loss: 0.3411 | g_loss: 8.2706
Epoch [   14/  100] | d_loss: 0.3790 | g_loss: 8.3316
Epoch [   14/  100] | d_loss: 0.3770 | g_loss: 4.9486
Epoch [   14/  100] | d_loss: 0.3557 | g_loss: 5.8258
Epoch [   14/  100] | d_loss: 0.3437 | g_loss: 6.0502
Epoch [   14/  100] | d_loss: 0.3559 | g_loss: 5.5147
Epoch [   14/  100] | d_loss: 0.3432 | g_loss: 7.0653
Epoch [   14/  100] | d_loss: 0.3409 | g_loss: 5.3447
Epoch [   14/  100] | d_loss: 0.3763 | g_loss: 4.8894
Epoch [   14/  100] | d_loss: 0.3493 | g_loss: 4.3022
Epoch [   14/  100] | d_loss: 0.3428 | g_loss: 5.3696
Epoch [   14/  100] | d_loss: 0.3507 | g_loss: 5.5533
Epoch [   15/  100] | d_loss: 0.5686 | g_loss: 3.6630
Epoch [   15/  100] | d_loss: 0.4726 | g_loss: 5.0799
Epoch [   15/  100] | d_loss: 0.3445 | g_loss: 5.1945
Epoch [   15/  100] | d_loss: 0.3475 | g_loss: 7.8596
Epoch [   15/  100] | d_loss: 0.3508 | g_loss: 4.6730
Epoch [   15/  100] | d_loss: 0.3537 | g_loss: 4.2635
Epoch [   15/  100] | d_loss: 0.3590 | g_loss: 5.1233
Epoch [   15/  100] | d_loss: 0.3597 | g_loss: 7.7870
Epoch [   15/  100] | d_loss: 0.3413 | g_loss: 5.3463
Epoch [   15/  100] | d_loss: 0.3552 | g_loss: 5.4935
Epoch [   15/  100] | d_loss: 0.3456 | g_loss: 5.9739
Epoch [   15/  100] | d_loss: 0.3392 | g_loss: 7.3375
Epoch [   15/  100] | d_loss: 0.3354 | g_loss: 5.7328
Epoch [   15/  100] | d_loss: 0.3446 | g_loss: 4.6348
Epoch [   15/  100] | d_loss: 0.3660 | g_loss: 6.0598
Epoch [   15/  100] | d_loss: 0.3367 | g_loss: 5.2360
Epoch [   15/  100] | d_loss: 0.3446 | g_loss: 6.0222
Epoch [   15/  100] | d_loss: 0.3611 | g_loss: 6.1269
Epoch [   15/  100] | d_loss: 0.4395 | g_loss: 3.8986
Epoch [   15/  100] | d_loss: 0.3528 | g_loss: 6.2267
Epoch [   15/  100] | d_loss: 0.3396 | g_loss: 5.4137
Epoch [   15/  100] | d_loss: 0.3384 | g_loss: 6.4863
Epoch [   15/  100] | d_loss: 0.3507 | g_loss: 5.9239
Epoch [   15/  100] | d_loss: 0.3376 | g_loss: 6.9403
Epoch [   15/  100] | d_loss: 0.3553 | g_loss: 5.4812
Epoch [   15/  100] | d_loss: 0.3399 | g_loss: 5.6147
Epoch [   15/  100] | d_loss: 0.3495 | g_loss: 7.0614
Epoch [   15/  100] | d_loss: 0.3466 | g_loss: 5.5211
Epoch [   15/  100] | d_loss: 0.3505 | g_loss: 5.0003
Epoch [   16/  100] | d_loss: 0.3488 | g_loss: 5.9823
Epoch [   16/  100] | d_loss: 0.3790 | g_loss: 4.9171
Epoch [   16/  100] | d_loss: 0.3506 | g_loss: 5.8295
Epoch [   16/  100] | d_loss: 0.3564 | g_loss: 4.5561
Epoch [   16/  100] | d_loss: 0.3901 | g_loss: 4.7009
Epoch [   16/  100] | d_loss: 0.3483 | g_loss: 5.3531
Epoch [   16/  100] | d_loss: 0.3526 | g_loss: 5.4277
Epoch [   16/  100] | d_loss: 0.3446 | g_loss: 5.7478
Epoch [   16/  100] | d_loss: 0.6103 | g_loss: 2.3148
Epoch [   16/  100] | d_loss: 0.3393 | g_loss: 5.9367
Epoch [   16/  100] | d_loss: 0.3442 | g_loss: 5.4263
Epoch [   16/  100] | d_loss: 0.3377 | g_loss: 6.2374
Epoch [   16/  100] | d_loss: 0.3695 | g_loss: 6.0102
Epoch [   16/  100] | d_loss: 0.5033 | g_loss: 3.4412
Epoch [   16/  100] | d_loss: 0.3469 | g_loss: 5.5807
Epoch [   16/  100] | d_loss: 0.3409 | g_loss: 5.8006
Epoch [   16/  100] | d_loss: 0.3667 | g_loss: 5.5652
Epoch [   16/  100] | d_loss: 0.3427 | g_loss: 6.2600
Epoch [   16/  100] | d_loss: 0.3651 | g_loss: 5.9740
Epoch [   16/  100] | d_loss: 0.3614 | g_loss: 6.1315
Epoch [   16/  100] | d_loss: 0.3425 | g_loss: 6.0916
Epoch [   16/  100] | d_loss: 0.3427 | g_loss: 6.0175
Epoch [   16/  100] | d_loss: 0.3505 | g_loss: 5.6809
Epoch [   16/  100] | d_loss: 0.3421 | g_loss: 7.2810
Epoch [   16/  100] | d_loss: 0.3714 | g_loss: 5.5313
Epoch [   16/  100] | d_loss: 0.3425 | g_loss: 6.3729
Epoch [   16/  100] | d_loss: 0.3448 | g_loss: 5.6703
Epoch [   16/  100] | d_loss: 0.3971 | g_loss: 5.8071
Epoch [   16/  100] | d_loss: 0.3586 | g_loss: 5.2820
Epoch [   17/  100] | d_loss: 0.4671 | g_loss: 3.8684
Epoch [   17/  100] | d_loss: 0.3477 | g_loss: 6.0549
Epoch [   17/  100] | d_loss: 0.4030 | g_loss: 4.4481
Epoch [   17/  100] | d_loss: 0.3527 | g_loss: 6.0473
Epoch [   17/  100] | d_loss: 0.3447 | g_loss: 4.8913
Epoch [   17/  100] | d_loss: 0.3418 | g_loss: 6.5736
Epoch [   17/  100] | d_loss: 0.3399 | g_loss: 5.7589
Epoch [   17/  100] | d_loss: 0.3483 | g_loss: 5.4844
Epoch [   17/  100] | d_loss: 0.3397 | g_loss: 6.3780
Epoch [   17/  100] | d_loss: 0.3497 | g_loss: 5.4704
Epoch [   17/  100] | d_loss: 0.3526 | g_loss: 5.6508
Epoch [   17/  100] | d_loss: 0.3598 | g_loss: 5.8873
Epoch [   17/  100] | d_loss: 0.3426 | g_loss: 5.5138
Epoch [   17/  100] | d_loss: 0.3389 | g_loss: 5.7273
Epoch [   17/  100] | d_loss: 0.4298 | g_loss: 4.2852
Epoch [   17/  100] | d_loss: 0.3482 | g_loss: 5.9720
Epoch [   17/  100] | d_loss: 0.4457 | g_loss: 4.1134
Epoch [   17/  100] | d_loss: 0.3610 | g_loss: 5.8058
Epoch [   17/  100] | d_loss: 0.3459 | g_loss: 5.9970
Epoch [   17/  100] | d_loss: 0.3417 | g_loss: 5.8120
Epoch [   17/  100] | d_loss: 0.3359 | g_loss: 7.7470
Epoch [   17/  100] | d_loss: 0.3490 | g_loss: 5.1580
Epoch [   17/  100] | d_loss: 0.3491 | g_loss: 5.4298
Epoch [   17/  100] | d_loss: 0.4219 | g_loss: 5.4897
Epoch [   17/  100] | d_loss: 0.3397 | g_loss: 6.7316
Epoch [   17/  100] | d_loss: 0.3758 | g_loss: 5.2029
Epoch [   17/  100] | d_loss: 0.3789 | g_loss: 5.6466
Epoch [   17/  100] | d_loss: 0.3486 | g_loss: 6.2651
Epoch [   17/  100] | d_loss: 0.3523 | g_loss: 4.9274
Epoch [   18/  100] | d_loss: 0.3444 | g_loss: 5.8179
Epoch [   18/  100] | d_loss: 0.3431 | g_loss: 6.3993
Epoch [   18/  100] | d_loss: 0.3704 | g_loss: 5.5333
Epoch [   18/  100] | d_loss: 0.3462 | g_loss: 5.4416
Epoch [   18/  100] | d_loss: 0.3495 | g_loss: 5.2984
Epoch [   18/  100] | d_loss: 0.3906 | g_loss: 4.5910
Epoch [   18/  100] | d_loss: 0.3558 | g_loss: 6.9182
Epoch [   18/  100] | d_loss: 0.4141 | g_loss: 5.1401
Epoch [   18/  100] | d_loss: 0.3677 | g_loss: 4.8580
Epoch [   18/  100] | d_loss: 0.4067 | g_loss: 4.9904
Epoch [   18/  100] | d_loss: 0.3499 | g_loss: 7.1775
Epoch [   18/  100] | d_loss: 0.3413 | g_loss: 5.5382
Epoch [   18/  100] | d_loss: 0.3685 | g_loss: 5.8019
Epoch [   18/  100] | d_loss: 0.3979 | g_loss: 5.9257
Epoch [   18/  100] | d_loss: 0.3474 | g_loss: 4.9487
Epoch [   18/  100] | d_loss: 0.5509 | g_loss: 3.0470
Epoch [   18/  100] | d_loss: 0.3626 | g_loss: 6.8734
Epoch [   18/  100] | d_loss: 0.4056 | g_loss: 5.4534
Epoch [   18/  100] | d_loss: 0.3566 | g_loss: 3.9102
Epoch [   18/  100] | d_loss: 0.3640 | g_loss: 4.5822
Epoch [   18/  100] | d_loss: 0.3512 | g_loss: 6.6376
Epoch [   18/  100] | d_loss: 0.3556 | g_loss: 8.4883
Epoch [   18/  100] | d_loss: 0.3501 | g_loss: 6.8492
Epoch [   18/  100] | d_loss: 0.3560 | g_loss: 4.9040
Epoch [   18/  100] | d_loss: 0.3434 | g_loss: 5.5398
Epoch [   18/  100] | d_loss: 0.3366 | g_loss: 5.6765
Epoch [   18/  100] | d_loss: 0.3718 | g_loss: 4.4835
Epoch [   18/  100] | d_loss: 0.3611 | g_loss: 5.7461
Epoch [   18/  100] | d_loss: 0.3614 | g_loss: 6.6434
Epoch [   19/  100] | d_loss: 0.4067 | g_loss: 4.7971
Epoch [   19/  100] | d_loss: 0.3510 | g_loss: 6.7770
Epoch [   19/  100] | d_loss: 0.3572 | g_loss: 5.3637
Epoch [   19/  100] | d_loss: 0.3761 | g_loss: 5.4910
Epoch [   19/  100] | d_loss: 0.3528 | g_loss: 6.5685
Epoch [   19/  100] | d_loss: 0.3676 | g_loss: 5.0003
Epoch [   19/  100] | d_loss: 0.3450 | g_loss: 5.9041
Epoch [   19/  100] | d_loss: 0.3374 | g_loss: 5.8261
Epoch [   19/  100] | d_loss: 0.4459 | g_loss: 3.9326
Epoch [   19/  100] | d_loss: 0.4366 | g_loss: 6.4519
Epoch [   19/  100] | d_loss: 0.3406 | g_loss: 8.3806
Epoch [   19/  100] | d_loss: 0.3350 | g_loss: 5.9834
Epoch [   19/  100] | d_loss: 0.3489 | g_loss: 6.5181
Epoch [   19/  100] | d_loss: 0.3464 | g_loss: 6.0848
Epoch [   19/  100] | d_loss: 0.3400 | g_loss: 6.2544
Epoch [   19/  100] | d_loss: 0.4477 | g_loss: 2.9042
Epoch [   19/  100] | d_loss: 0.3825 | g_loss: 4.0602
Epoch [   19/  100] | d_loss: 0.3460 | g_loss: 5.9407
Epoch [   19/  100] | d_loss: 0.3644 | g_loss: 4.9996
Epoch [   19/  100] | d_loss: 0.3542 | g_loss: 5.3553
Epoch [   19/  100] | d_loss: 0.3468 | g_loss: 5.2690
Epoch [   19/  100] | d_loss: 0.3498 | g_loss: 5.5877
Epoch [   19/  100] | d_loss: 0.3566 | g_loss: 5.8029
Epoch [   19/  100] | d_loss: 0.3684 | g_loss: 5.4318
Epoch [   19/  100] | d_loss: 0.3519 | g_loss: 4.7542
Epoch [   19/  100] | d_loss: 0.3639 | g_loss: 6.5331
Epoch [   19/  100] | d_loss: 0.4170 | g_loss: 4.1913
Epoch [   19/  100] | d_loss: 0.3694 | g_loss: 5.6370
Epoch [   19/  100] | d_loss: 0.4110 | g_loss: 4.4581
Epoch [   20/  100] | d_loss: 0.4748 | g_loss: 3.6480
Epoch [   20/  100] | d_loss: 0.3419 | g_loss: 5.6202
Epoch [   20/  100] | d_loss: 0.3551 | g_loss: 4.9077
Epoch [   20/  100] | d_loss: 0.3720 | g_loss: 5.8782
Epoch [   20/  100] | d_loss: 0.3475 | g_loss: 5.6921
Epoch [   20/  100] | d_loss: 0.3754 | g_loss: 6.8722
Epoch [   20/  100] | d_loss: 0.3620 | g_loss: 3.6472
Epoch [   20/  100] | d_loss: 0.3961 | g_loss: 5.9195
Epoch [   20/  100] | d_loss: 0.3426 | g_loss: 6.2137
Epoch [   20/  100] | d_loss: 0.3548 | g_loss: 5.6061
Epoch [   20/  100] | d_loss: 0.3555 | g_loss: 6.6803
Epoch [   20/  100] | d_loss: 0.3473 | g_loss: 5.7704
Epoch [   20/  100] | d_loss: 0.3555 | g_loss: 5.2235
Epoch [   20/  100] | d_loss: 0.3648 | g_loss: 6.2718
Epoch [   20/  100] | d_loss: 0.3813 | g_loss: 5.2689
Epoch [   20/  100] | d_loss: 0.3558 | g_loss: 4.6151
Epoch [   20/  100] | d_loss: 0.3658 | g_loss: 6.3171
Epoch [   20/  100] | d_loss: 0.3794 | g_loss: 8.5881
Epoch [   20/  100] | d_loss: 0.3605 | g_loss: 6.2109
Epoch [   20/  100] | d_loss: 0.3399 | g_loss: 5.1947
Epoch [   20/  100] | d_loss: 0.3770 | g_loss: 5.5182
Epoch [   20/  100] | d_loss: 0.3384 | g_loss: 7.0112
Epoch [   20/  100] | d_loss: 0.3484 | g_loss: 5.6747
Epoch [   20/  100] | d_loss: 0.3890 | g_loss: 6.1216
Epoch [   20/  100] | d_loss: 0.3393 | g_loss: 5.9537
Epoch [   20/  100] | d_loss: 0.3546 | g_loss: 5.2853
Epoch [   20/  100] | d_loss: 0.3672 | g_loss: 5.7810
Epoch [   20/  100] | d_loss: 0.3611 | g_loss: 6.1433
Epoch [   20/  100] | d_loss: 0.3444 | g_loss: 5.7578
Epoch [   21/  100] | d_loss: 0.3873 | g_loss: 6.4220
Epoch [   21/  100] | d_loss: 0.3480 | g_loss: 5.7681
Epoch [   21/  100] | d_loss: 0.3469 | g_loss: 6.8189
Epoch [   21/  100] | d_loss: 0.3500 | g_loss: 6.1639
Epoch [   21/  100] | d_loss: 0.3556 | g_loss: 5.3009
Epoch [   21/  100] | d_loss: 0.3367 | g_loss: 7.3189
Epoch [   21/  100] | d_loss: 0.3503 | g_loss: 5.6918
Epoch [   21/  100] | d_loss: 0.3404 | g_loss: 5.0376
Epoch [   21/  100] | d_loss: 0.3652 | g_loss: 6.2137
Epoch [   21/  100] | d_loss: 0.3933 | g_loss: 5.2826
Epoch [   21/  100] | d_loss: 0.3410 | g_loss: 5.1996
Epoch [   21/  100] | d_loss: 0.4226 | g_loss: 6.4373
Epoch [   21/  100] | d_loss: 0.3590 | g_loss: 4.9990
Epoch [   21/  100] | d_loss: 0.3964 | g_loss: 5.7481
Epoch [   21/  100] | d_loss: 0.3514 | g_loss: 8.2536
Epoch [   21/  100] | d_loss: 0.3916 | g_loss: 5.1988
Epoch [   21/  100] | d_loss: 0.3552 | g_loss: 4.7060
Epoch [   21/  100] | d_loss: 0.3477 | g_loss: 4.8850
Epoch [   21/  100] | d_loss: 0.3628 | g_loss: 5.0495
Epoch [   21/  100] | d_loss: 0.3394 | g_loss: 6.9505
Epoch [   21/  100] | d_loss: 0.3524 | g_loss: 5.3871
Epoch [   21/  100] | d_loss: 0.5495 | g_loss: 4.1301
Epoch [   21/  100] | d_loss: 0.3583 | g_loss: 5.8163
Epoch [   21/  100] | d_loss: 0.3586 | g_loss: 5.1345
Epoch [   21/  100] | d_loss: 0.3893 | g_loss: 4.5048
Epoch [   21/  100] | d_loss: 0.3466 | g_loss: 5.4805
Epoch [   21/  100] | d_loss: 0.3402 | g_loss: 5.7987
Epoch [   21/  100] | d_loss: 0.3581 | g_loss: 5.3510
Epoch [   21/  100] | d_loss: 0.3376 | g_loss: 5.5766
Epoch [   22/  100] | d_loss: 0.4507 | g_loss: 5.3782
Epoch [   22/  100] | d_loss: 0.3695 | g_loss: 5.0210
Epoch [   22/  100] | d_loss: 0.3566 | g_loss: 6.6614
Epoch [   22/  100] | d_loss: 0.3586 | g_loss: 5.4748
Epoch [   22/  100] | d_loss: 0.3591 | g_loss: 5.8832
Epoch [   22/  100] | d_loss: 0.3449 | g_loss: 5.7621
Epoch [   22/  100] | d_loss: 0.3485 | g_loss: 6.5375
Epoch [   22/  100] | d_loss: 0.3417 | g_loss: 5.6718
Epoch [   22/  100] | d_loss: 0.3427 | g_loss: 6.6249
Epoch [   22/  100] | d_loss: 0.4145 | g_loss: 5.0871
Epoch [   22/  100] | d_loss: 0.3504 | g_loss: 6.1739
Epoch [   22/  100] | d_loss: 0.3472 | g_loss: 5.2917
Epoch [   22/  100] | d_loss: 0.3399 | g_loss: 5.8394
Epoch [   22/  100] | d_loss: 0.3472 | g_loss: 5.6474
Epoch [   22/  100] | d_loss: 0.3421 | g_loss: 6.9895
Epoch [   22/  100] | d_loss: 0.3576 | g_loss: 5.7188
Epoch [   22/  100] | d_loss: 0.3425 | g_loss: 6.4313
Epoch [   22/  100] | d_loss: 0.3423 | g_loss: 5.6989
Epoch [   22/  100] | d_loss: 0.3527 | g_loss: 6.2672
Epoch [   22/  100] | d_loss: 0.3382 | g_loss: 5.5978
Epoch [   22/  100] | d_loss: 0.4689 | g_loss: 4.0670
Epoch [   22/  100] | d_loss: 0.3623 | g_loss: 5.1761
Epoch [   22/  100] | d_loss: 0.3550 | g_loss: 4.6464
Epoch [   22/  100] | d_loss: 0.3457 | g_loss: 7.1033
Epoch [   22/  100] | d_loss: 0.3424 | g_loss: 5.4226
Epoch [   22/  100] | d_loss: 0.3444 | g_loss: 6.7956
Epoch [   22/  100] | d_loss: 0.3478 | g_loss: 5.9246
Epoch [   22/  100] | d_loss: 0.4627 | g_loss: 5.1660
Epoch [   22/  100] | d_loss: 0.3843 | g_loss: 5.0098
Epoch [   23/  100] | d_loss: 0.5137 | g_loss: 3.9020
Epoch [   23/  100] | d_loss: 0.3644 | g_loss: 5.2286
Epoch [   23/  100] | d_loss: 0.3432 | g_loss: 6.4172
Epoch [   23/  100] | d_loss: 0.3620 | g_loss: 5.8712
Epoch [   23/  100] | d_loss: 0.3826 | g_loss: 6.4134
Epoch [   23/  100] | d_loss: 0.3373 | g_loss: 6.7533
Epoch [   23/  100] | d_loss: 0.3621 | g_loss: 5.9041
Epoch [   23/  100] | d_loss: 0.3576 | g_loss: 4.9766
Epoch [   23/  100] | d_loss: 0.3426 | g_loss: 5.7095
Epoch [   23/  100] | d_loss: 0.3460 | g_loss: 5.3583
Epoch [   23/  100] | d_loss: 0.3582 | g_loss: 5.4526
Epoch [   23/  100] | d_loss: 0.3465 | g_loss: 5.3110
Epoch [   23/  100] | d_loss: 0.3832 | g_loss: 6.2764
Epoch [   23/  100] | d_loss: 0.3697 | g_loss: 5.4645
Epoch [   23/  100] | d_loss: 0.3655 | g_loss: 7.1515
Epoch [   23/  100] | d_loss: 0.3793 | g_loss: 6.0586
Epoch [   23/  100] | d_loss: 0.4134 | g_loss: 5.5843
Epoch [   23/  100] | d_loss: 0.3659 | g_loss: 5.4908
Epoch [   23/  100] | d_loss: 0.3668 | g_loss: 5.4831
Epoch [   23/  100] | d_loss: 0.3696 | g_loss: 4.6281
Epoch [   23/  100] | d_loss: 0.3672 | g_loss: 5.5587
Epoch [   23/  100] | d_loss: 0.3525 | g_loss: 4.9428
Epoch [   23/  100] | d_loss: 0.3448 | g_loss: 5.6344
Epoch [   23/  100] | d_loss: 0.3483 | g_loss: 6.0121
Epoch [   23/  100] | d_loss: 0.3442 | g_loss: 5.6197
Epoch [   23/  100] | d_loss: 0.3657 | g_loss: 6.1504
Epoch [   23/  100] | d_loss: 0.3481 | g_loss: 6.3821
Epoch [   23/  100] | d_loss: 0.4266 | g_loss: 5.1868
Epoch [   23/  100] | d_loss: 0.3417 | g_loss: 6.9768
Epoch [   24/  100] | d_loss: 0.5515 | g_loss: 5.7933
Epoch [   24/  100] | d_loss: 0.3496 | g_loss: 5.4634
Epoch [   24/  100] | d_loss: 0.3849 | g_loss: 4.8591
Epoch [   24/  100] | d_loss: 0.3626 | g_loss: 5.1182
Epoch [   24/  100] | d_loss: 0.3761 | g_loss: 4.3810
Epoch [   24/  100] | d_loss: 0.3491 | g_loss: 6.3617
Epoch [   24/  100] | d_loss: 0.3550 | g_loss: 5.5008
Epoch [   24/  100] | d_loss: 0.3467 | g_loss: 5.7772
Epoch [   24/  100] | d_loss: 0.3492 | g_loss: 5.4436
Epoch [   24/  100] | d_loss: 0.3413 | g_loss: 6.1698
Epoch [   24/  100] | d_loss: 0.3444 | g_loss: 7.0163
Epoch [   24/  100] | d_loss: 0.3440 | g_loss: 4.6667
Epoch [   24/  100] | d_loss: 0.3444 | g_loss: 7.1194
Epoch [   24/  100] | d_loss: 0.3458 | g_loss: 5.6341
Epoch [   24/  100] | d_loss: 0.3616 | g_loss: 5.0301
Epoch [   24/  100] | d_loss: 0.3405 | g_loss: 6.2282
Epoch [   24/  100] | d_loss: 0.3568 | g_loss: 5.1533
Epoch [   24/  100] | d_loss: 0.3488 | g_loss: 6.3809
Epoch [   24/  100] | d_loss: 0.3469 | g_loss: 6.4876
Epoch [   24/  100] | d_loss: 0.3814 | g_loss: 5.0609
Epoch [   24/  100] | d_loss: 0.3443 | g_loss: 6.4142
Epoch [   24/  100] | d_loss: 0.3383 | g_loss: 6.2744
Epoch [   24/  100] | d_loss: 0.3609 | g_loss: 6.3865
Epoch [   24/  100] | d_loss: 0.4302 | g_loss: 6.5324
Epoch [   24/  100] | d_loss: 0.3780 | g_loss: 5.2295
Epoch [   24/  100] | d_loss: 0.3620 | g_loss: 7.1384
Epoch [   24/  100] | d_loss: 0.3417 | g_loss: 5.7896
Epoch [   24/  100] | d_loss: 0.3624 | g_loss: 5.3252
Epoch [   24/  100] | d_loss: 0.3397 | g_loss: 6.8670
Epoch [   25/  100] | d_loss: 0.4532 | g_loss: 6.0505
Epoch [   25/  100] | d_loss: 0.3392 | g_loss: 6.5457
Epoch [   25/  100] | d_loss: 0.4784 | g_loss: 4.3302
Epoch [   25/  100] | d_loss: 0.3549 | g_loss: 4.9609
Epoch [   25/  100] | d_loss: 0.3421 | g_loss: 5.5973
Epoch [   25/  100] | d_loss: 0.3565 | g_loss: 4.4548
Epoch [   25/  100] | d_loss: 0.3519 | g_loss: 6.1446
Epoch [   25/  100] | d_loss: 0.3546 | g_loss: 4.7780
Epoch [   25/  100] | d_loss: 0.3828 | g_loss: 5.0948
Epoch [   25/  100] | d_loss: 0.3496 | g_loss: 5.6022
Epoch [   25/  100] | d_loss: 0.4182 | g_loss: 5.4971
Epoch [   25/  100] | d_loss: 0.3379 | g_loss: 7.0633
Epoch [   25/  100] | d_loss: 0.4201 | g_loss: 6.7672
Epoch [   25/  100] | d_loss: 0.3515 | g_loss: 6.2638
Epoch [   25/  100] | d_loss: 0.6941 | g_loss: 6.0226
Epoch [   25/  100] | d_loss: 0.3396 | g_loss: 6.9911
Epoch [   25/  100] | d_loss: 0.3812 | g_loss: 6.5282
Epoch [   25/  100] | d_loss: 0.3566 | g_loss: 4.7818
Epoch [   25/  100] | d_loss: 0.3458 | g_loss: 6.0533
Epoch [   25/  100] | d_loss: 0.3554 | g_loss: 4.3340
Epoch [   25/  100] | d_loss: 0.5161 | g_loss: 4.2994
Epoch [   25/  100] | d_loss: 0.3561 | g_loss: 5.6581
Epoch [   25/  100] | d_loss: 0.3462 | g_loss: 5.1972
Epoch [   25/  100] | d_loss: 0.3452 | g_loss: 4.6236
Epoch [   25/  100] | d_loss: 0.3475 | g_loss: 5.9174
Epoch [   25/  100] | d_loss: 0.3533 | g_loss: 5.4169
Epoch [   25/  100] | d_loss: 0.3468 | g_loss: 5.1908
Epoch [   25/  100] | d_loss: 0.3507 | g_loss: 6.1313
Epoch [   25/  100] | d_loss: 0.3533 | g_loss: 5.9101
Epoch [   26/  100] | d_loss: 0.4814 | g_loss: 5.8488
Epoch [   26/  100] | d_loss: 0.3452 | g_loss: 4.9310
Epoch [   26/  100] | d_loss: 0.3986 | g_loss: 5.4401
Epoch [   26/  100] | d_loss: 0.3487 | g_loss: 5.3260
Epoch [   26/  100] | d_loss: 0.3710 | g_loss: 4.4603
Epoch [   26/  100] | d_loss: 0.3634 | g_loss: 6.7703
Epoch [   26/  100] | d_loss: 0.3879 | g_loss: 5.3354
Epoch [   26/  100] | d_loss: 0.3611 | g_loss: 5.5631
Epoch [   26/  100] | d_loss: 0.3516 | g_loss: 5.9061
Epoch [   26/  100] | d_loss: 0.3415 | g_loss: 4.1237
Epoch [   26/  100] | d_loss: 0.3578 | g_loss: 6.7391
Epoch [   26/  100] | d_loss: 0.3512 | g_loss: 7.1715
Epoch [   26/  100] | d_loss: 0.4071 | g_loss: 5.1969
Epoch [   26/  100] | d_loss: 0.4507 | g_loss: 4.0916
Epoch [   26/  100] | d_loss: 0.3434 | g_loss: 7.4481
Epoch [   26/  100] | d_loss: 0.3425 | g_loss: 6.5537
Epoch [   26/  100] | d_loss: 0.3675 | g_loss: 4.6939
Epoch [   26/  100] | d_loss: 0.3465 | g_loss: 5.1308
Epoch [   26/  100] | d_loss: 0.3569 | g_loss: 5.2917
Epoch [   26/  100] | d_loss: 0.3444 | g_loss: 6.2710
Epoch [   26/  100] | d_loss: 0.3578 | g_loss: 5.1529
Epoch [   26/  100] | d_loss: 0.3721 | g_loss: 5.5817
Epoch [   26/  100] | d_loss: 0.3574 | g_loss: 5.3162
Epoch [   26/  100] | d_loss: 0.3443 | g_loss: 6.4152
Epoch [   26/  100] | d_loss: 0.3978 | g_loss: 5.5232
Epoch [   26/  100] | d_loss: 0.3585 | g_loss: 5.3467
Epoch [   26/  100] | d_loss: 0.3862 | g_loss: 5.3076
Epoch [   26/  100] | d_loss: 0.3477 | g_loss: 6.8310
Epoch [   26/  100] | d_loss: 0.3594 | g_loss: 5.1429
Epoch [   27/  100] | d_loss: 0.4138 | g_loss: 5.1976
Epoch [   27/  100] | d_loss: 0.4608 | g_loss: 5.5265
Epoch [   27/  100] | d_loss: 0.3379 | g_loss: 5.6835
Epoch [   27/  100] | d_loss: 0.3639 | g_loss: 5.6528
Epoch [   27/  100] | d_loss: 0.3461 | g_loss: 5.9327
Epoch [   27/  100] | d_loss: 0.3489 | g_loss: 5.7582
Epoch [   27/  100] | d_loss: 0.3428 | g_loss: 5.5056
Epoch [   27/  100] | d_loss: 0.3522 | g_loss: 5.2930
Epoch [   27/  100] | d_loss: 0.3454 | g_loss: 5.6082
Epoch [   27/  100] | d_loss: 0.3584 | g_loss: 5.1135
Epoch [   27/  100] | d_loss: 0.3416 | g_loss: 6.9994
Epoch [   27/  100] | d_loss: 0.3423 | g_loss: 5.5507
Epoch [   27/  100] | d_loss: 0.3409 | g_loss: 6.8069
Epoch [   27/  100] | d_loss: 0.3474 | g_loss: 6.1596
Epoch [   27/  100] | d_loss: 0.3716 | g_loss: 5.9907
Epoch [   27/  100] | d_loss: 0.3429 | g_loss: 7.3051
Epoch [   27/  100] | d_loss: 0.3712 | g_loss: 6.5941
Epoch [   27/  100] | d_loss: 0.3449 | g_loss: 5.6502
Epoch [   27/  100] | d_loss: 0.4446 | g_loss: 5.3810
Epoch [   27/  100] | d_loss: 0.3540 | g_loss: 4.6533
Epoch [   27/  100] | d_loss: 0.3398 | g_loss: 5.3908
Epoch [   27/  100] | d_loss: 0.3798 | g_loss: 6.4706
Epoch [   27/  100] | d_loss: 0.3574 | g_loss: 6.6653
Epoch [   27/  100] | d_loss: 0.4184 | g_loss: 3.4081
Epoch [   27/  100] | d_loss: 0.3499 | g_loss: 5.3573
Epoch [   27/  100] | d_loss: 0.3644 | g_loss: 4.8046
Epoch [   27/  100] | d_loss: 0.3570 | g_loss: 6.2491
Epoch [   27/  100] | d_loss: 0.3405 | g_loss: 7.0413
Epoch [   27/  100] | d_loss: 0.3602 | g_loss: 6.3105
Epoch [   28/  100] | d_loss: 0.3672 | g_loss: 6.1415
Epoch [   28/  100] | d_loss: 0.3438 | g_loss: 7.3357
Epoch [   28/  100] | d_loss: 0.3933 | g_loss: 4.6137
Epoch [   28/  100] | d_loss: 0.3450 | g_loss: 5.2279
Epoch [   28/  100] | d_loss: 0.3377 | g_loss: 6.4226
Epoch [   28/  100] | d_loss: 0.3848 | g_loss: 5.3485
Epoch [   28/  100] | d_loss: 0.3658 | g_loss: 5.1831
Epoch [   28/  100] | d_loss: 0.3580 | g_loss: 6.2435
Epoch [   28/  100] | d_loss: 0.3778 | g_loss: 6.1515
Epoch [   28/  100] | d_loss: 0.3479 | g_loss: 6.1651
Epoch [   28/  100] | d_loss: 0.3791 | g_loss: 5.1965
Epoch [   28/  100] | d_loss: 0.3418 | g_loss: 6.1027
Epoch [   28/  100] | d_loss: 0.3417 | g_loss: 5.7325
Epoch [   28/  100] | d_loss: 0.3490 | g_loss: 4.8970
Epoch [   28/  100] | d_loss: 0.3649 | g_loss: 5.4256
Epoch [   28/  100] | d_loss: 0.3486 | g_loss: 5.0483
Epoch [   28/  100] | d_loss: 0.3458 | g_loss: 5.3673
Epoch [   28/  100] | d_loss: 0.3730 | g_loss: 6.4643
Epoch [   28/  100] | d_loss: 0.3550 | g_loss: 5.8501
Epoch [   28/  100] | d_loss: 0.3404 | g_loss: 6.7139
Epoch [   28/  100] | d_loss: 0.3746 | g_loss: 6.1577
Epoch [   28/  100] | d_loss: 0.3642 | g_loss: 6.1296
Epoch [   28/  100] | d_loss: 0.3557 | g_loss: 6.8545
Epoch [   28/  100] | d_loss: 0.3499 | g_loss: 5.5422
Epoch [   28/  100] | d_loss: 0.3451 | g_loss: 7.0611
Epoch [   28/  100] | d_loss: 0.3400 | g_loss: 6.4581
Epoch [   28/  100] | d_loss: 0.3502 | g_loss: 6.5002
Epoch [   28/  100] | d_loss: 0.3754 | g_loss: 5.3609
Epoch [   28/  100] | d_loss: 0.3887 | g_loss: 6.2734
Epoch [   29/  100] | d_loss: 0.3554 | g_loss: 5.0789
Epoch [   29/  100] | d_loss: 0.3822 | g_loss: 6.3791
Epoch [   29/  100] | d_loss: 0.3652 | g_loss: 5.1919
Epoch [   29/  100] | d_loss: 0.3427 | g_loss: 6.1032
Epoch [   29/  100] | d_loss: 0.3642 | g_loss: 5.2496
Epoch [   29/  100] | d_loss: 0.3581 | g_loss: 4.0009
Epoch [   29/  100] | d_loss: 0.3716 | g_loss: 6.8922
Epoch [   29/  100] | d_loss: 0.3646 | g_loss: 5.8133
Epoch [   29/  100] | d_loss: 0.3485 | g_loss: 5.5626
Epoch [   29/  100] | d_loss: 0.3502 | g_loss: 4.9803
Epoch [   29/  100] | d_loss: 0.3528 | g_loss: 5.4381
Epoch [   29/  100] | d_loss: 0.3768 | g_loss: 4.4561
Epoch [   29/  100] | d_loss: 0.3829 | g_loss: 6.2422
Epoch [   29/  100] | d_loss: 0.3487 | g_loss: 4.7961
Epoch [   29/  100] | d_loss: 0.3499 | g_loss: 5.9303
Epoch [   29/  100] | d_loss: 0.3719 | g_loss: 3.9138
Epoch [   29/  100] | d_loss: 0.3411 | g_loss: 5.8447
Epoch [   29/  100] | d_loss: 0.3516 | g_loss: 5.4797
Epoch [   29/  100] | d_loss: 0.4202 | g_loss: 6.3108
Epoch [   29/  100] | d_loss: 0.3418 | g_loss: 6.2516
Epoch [   29/  100] | d_loss: 0.3597 | g_loss: 6.5523
Epoch [   29/  100] | d_loss: 0.3480 | g_loss: 6.2325
Epoch [   29/  100] | d_loss: 0.3468 | g_loss: 5.0760
Epoch [   29/  100] | d_loss: 0.3775 | g_loss: 3.8893
Epoch [   29/  100] | d_loss: 0.3405 | g_loss: 6.3933
Epoch [   29/  100] | d_loss: 0.3902 | g_loss: 4.5165
Epoch [   29/  100] | d_loss: 0.3541 | g_loss: 7.2713
Epoch [   29/  100] | d_loss: 0.3418 | g_loss: 4.9873
Epoch [   29/  100] | d_loss: 0.3614 | g_loss: 5.5264
Epoch [   30/  100] | d_loss: 0.3569 | g_loss: 3.7352
Epoch [   30/  100] | d_loss: 0.3562 | g_loss: 5.4076
Epoch [   30/  100] | d_loss: 0.3394 | g_loss: 5.4434
Epoch [   30/  100] | d_loss: 0.3450 | g_loss: 7.3588
Epoch [   30/  100] | d_loss: 0.4029 | g_loss: 5.8787
Epoch [   30/  100] | d_loss: 0.3530 | g_loss: 5.5368
Epoch [   30/  100] | d_loss: 0.3662 | g_loss: 5.5023
Epoch [   30/  100] | d_loss: 0.3567 | g_loss: 6.0310
Epoch [   30/  100] | d_loss: 0.3874 | g_loss: 4.6864
Epoch [   30/  100] | d_loss: 0.3908 | g_loss: 5.5350
Epoch [   30/  100] | d_loss: 0.3486 | g_loss: 5.7923
Epoch [   30/  100] | d_loss: 0.3462 | g_loss: 6.3765
Epoch [   30/  100] | d_loss: 0.3422 | g_loss: 6.8132
Epoch [   30/  100] | d_loss: 0.3534 | g_loss: 6.3577
Epoch [   30/  100] | d_loss: 0.3913 | g_loss: 3.3900
Epoch [   30/  100] | d_loss: 0.3552 | g_loss: 5.0566
Epoch [   30/  100] | d_loss: 0.3518 | g_loss: 5.0209
Epoch [   30/  100] | d_loss: 0.3377 | g_loss: 5.5839
Epoch [   30/  100] | d_loss: 0.3594 | g_loss: 5.9136
Epoch [   30/  100] | d_loss: 0.3547 | g_loss: 5.0102
Epoch [   30/  100] | d_loss: 0.3446 | g_loss: 6.5576
Epoch [   30/  100] | d_loss: 0.3420 | g_loss: 5.8526
Epoch [   30/  100] | d_loss: 0.3721 | g_loss: 5.3316
Epoch [   30/  100] | d_loss: 0.3532 | g_loss: 5.1456
Epoch [   30/  100] | d_loss: 0.3431 | g_loss: 8.1164
Epoch [   30/  100] | d_loss: 0.3574 | g_loss: 4.7574
Epoch [   30/  100] | d_loss: 0.4064 | g_loss: 5.1521
Epoch [   30/  100] | d_loss: 0.3451 | g_loss: 5.5480
Epoch [   30/  100] | d_loss: 0.3548 | g_loss: 5.7247
Epoch [   31/  100] | d_loss: 0.8287 | g_loss: 3.5970
Epoch [   31/  100] | d_loss: 0.3873 | g_loss: 4.7849
Epoch [   31/  100] | d_loss: 0.3494 | g_loss: 5.2393
Epoch [   31/  100] | d_loss: 0.3614 | g_loss: 5.4057
Epoch [   31/  100] | d_loss: 0.3640 | g_loss: 5.5296
Epoch [   31/  100] | d_loss: 0.3456 | g_loss: 5.7454
Epoch [   31/  100] | d_loss: 0.3708 | g_loss: 3.6836
Epoch [   31/  100] | d_loss: 0.3542 | g_loss: 4.9228
Epoch [   31/  100] | d_loss: 0.3919 | g_loss: 5.0520
Epoch [   31/  100] | d_loss: 0.4569 | g_loss: 3.8672
Epoch [   31/  100] | d_loss: 0.3488 | g_loss: 6.6344
Epoch [   31/  100] | d_loss: 0.3615 | g_loss: 5.8213
Epoch [   31/  100] | d_loss: 0.3640 | g_loss: 7.2201
Epoch [   31/  100] | d_loss: 0.3521 | g_loss: 5.9382
Epoch [   31/  100] | d_loss: 0.3827 | g_loss: 4.3410
Epoch [   31/  100] | d_loss: 0.3790 | g_loss: 4.6521
Epoch [   31/  100] | d_loss: 0.3449 | g_loss: 5.1846
Epoch [   31/  100] | d_loss: 0.3586 | g_loss: 5.4116
Epoch [   31/  100] | d_loss: 0.3960 | g_loss: 5.9241
Epoch [   31/  100] | d_loss: 0.3445 | g_loss: 4.1514
Epoch [   31/  100] | d_loss: 0.4459 | g_loss: 4.5811
Epoch [   31/  100] | d_loss: 0.3490 | g_loss: 5.7471
Epoch [   31/  100] | d_loss: 0.3501 | g_loss: 5.1077
Epoch [   31/  100] | d_loss: 0.3538 | g_loss: 6.0277
Epoch [   31/  100] | d_loss: 0.3544 | g_loss: 5.2751
Epoch [   31/  100] | d_loss: 0.3870 | g_loss: 5.1555
Epoch [   31/  100] | d_loss: 0.3683 | g_loss: 5.9585
Epoch [   31/  100] | d_loss: 0.3457 | g_loss: 6.7603
Epoch [   31/  100] | d_loss: 0.3571 | g_loss: 5.9058
Epoch [   32/  100] | d_loss: 0.3601 | g_loss: 5.1401
Epoch [   32/  100] | d_loss: 0.3688 | g_loss: 5.5148
Epoch [   32/  100] | d_loss: 0.3534 | g_loss: 6.0881
Epoch [   32/  100] | d_loss: 0.3385 | g_loss: 6.2947
Epoch [   32/  100] | d_loss: 0.4158 | g_loss: 5.5097
Epoch [   32/  100] | d_loss: 0.3518 | g_loss: 4.1603
Epoch [   32/  100] | d_loss: 0.3530 | g_loss: 5.5999
Epoch [   32/  100] | d_loss: 0.3478 | g_loss: 5.1217
Epoch [   32/  100] | d_loss: 0.3474 | g_loss: 6.3684
Epoch [   32/  100] | d_loss: 0.3391 | g_loss: 5.8482
Epoch [   32/  100] | d_loss: 0.3754 | g_loss: 4.0367
Epoch [   32/  100] | d_loss: 0.3515 | g_loss: 6.1853
Epoch [   32/  100] | d_loss: 0.3645 | g_loss: 4.9524
Epoch [   32/  100] | d_loss: 0.3578 | g_loss: 6.1390
Epoch [   32/  100] | d_loss: 0.3502 | g_loss: 5.6516
Epoch [   32/  100] | d_loss: 0.3534 | g_loss: 5.3624
Epoch [   32/  100] | d_loss: 0.3500 | g_loss: 6.3509
Epoch [   32/  100] | d_loss: 0.3619 | g_loss: 4.5810
Epoch [   32/  100] | d_loss: 0.4577 | g_loss: 4.9211
Epoch [   32/  100] | d_loss: 0.3429 | g_loss: 6.6046
Epoch [   32/  100] | d_loss: 0.3418 | g_loss: 6.4523
Epoch [   32/  100] | d_loss: 0.3424 | g_loss: 6.4912
Epoch [   32/  100] | d_loss: 0.3584 | g_loss: 5.0876
Epoch [   32/  100] | d_loss: 0.3427 | g_loss: 6.3191
Epoch [   32/  100] | d_loss: 0.3514 | g_loss: 6.0079
Epoch [   32/  100] | d_loss: 0.3500 | g_loss: 5.4490
Epoch [   32/  100] | d_loss: 0.3673 | g_loss: 5.2375
Epoch [   32/  100] | d_loss: 0.3426 | g_loss: 5.7531
Epoch [   32/  100] | d_loss: 0.3468 | g_loss: 5.5768
Epoch [   33/  100] | d_loss: 0.7600 | g_loss: 6.9617
Epoch [   33/  100] | d_loss: 0.3605 | g_loss: 5.4804
Epoch [   33/  100] | d_loss: 0.3447 | g_loss: 5.7594
Epoch [   33/  100] | d_loss: 0.3421 | g_loss: 5.7238
Epoch [   33/  100] | d_loss: 0.3667 | g_loss: 5.7051
Epoch [   33/  100] | d_loss: 0.3418 | g_loss: 6.5102
Epoch [   33/  100] | d_loss: 0.4374 | g_loss: 4.7187
Epoch [   33/  100] | d_loss: 0.3444 | g_loss: 5.2680
Epoch [   33/  100] | d_loss: 0.3560 | g_loss: 6.1337
Epoch [   33/  100] | d_loss: 0.3556 | g_loss: 5.5471
Epoch [   33/  100] | d_loss: 0.3921 | g_loss: 4.7288
Epoch [   33/  100] | d_loss: 0.3728 | g_loss: 5.6802
Epoch [   33/  100] | d_loss: 0.3675 | g_loss: 5.3451
Epoch [   33/  100] | d_loss: 0.3369 | g_loss: 5.1631
Epoch [   33/  100] | d_loss: 0.3764 | g_loss: 4.5727
Epoch [   33/  100] | d_loss: 0.3500 | g_loss: 6.2112
Epoch [   33/  100] | d_loss: 0.3551 | g_loss: 5.0758
Epoch [   33/  100] | d_loss: 0.3404 | g_loss: 6.1761
Epoch [   33/  100] | d_loss: 0.4305 | g_loss: 5.6756
Epoch [   33/  100] | d_loss: 0.3499 | g_loss: 5.5885
Epoch [   33/  100] | d_loss: 0.3677 | g_loss: 4.2744
Epoch [   33/  100] | d_loss: 0.3520 | g_loss: 5.9043
Epoch [   33/  100] | d_loss: 0.3609 | g_loss: 4.7918
Epoch [   33/  100] | d_loss: 0.3559 | g_loss: 4.6681
Epoch [   33/  100] | d_loss: 0.3504 | g_loss: 5.8872
Epoch [   33/  100] | d_loss: 0.3424 | g_loss: 5.0078
Epoch [   33/  100] | d_loss: 0.3831 | g_loss: 3.9535
Epoch [   33/  100] | d_loss: 0.3584 | g_loss: 5.1595
Epoch [   33/  100] | d_loss: 0.3490 | g_loss: 5.5182
Epoch [   34/  100] | d_loss: 0.9404 | g_loss: 6.4064
Epoch [   34/  100] | d_loss: 0.3806 | g_loss: 5.0624
Epoch [   34/  100] | d_loss: 0.3524 | g_loss: 4.5703
Epoch [   34/  100] | d_loss: 0.3569 | g_loss: 6.3138
Epoch [   34/  100] | d_loss: 0.3503 | g_loss: 5.2753
Epoch [   34/  100] | d_loss: 0.3407 | g_loss: 6.8914
Epoch [   34/  100] | d_loss: 0.3520 | g_loss: 6.0345
Epoch [   34/  100] | d_loss: 0.3460 | g_loss: 5.3070
Epoch [   34/  100] | d_loss: 0.3497 | g_loss: 4.9538
Epoch [   34/  100] | d_loss: 0.3986 | g_loss: 3.3785
Epoch [   34/  100] | d_loss: 0.3464 | g_loss: 6.3760
Epoch [   34/  100] | d_loss: 0.3481 | g_loss: 5.8798
Epoch [   34/  100] | d_loss: 0.3515 | g_loss: 4.9170
Epoch [   34/  100] | d_loss: 0.3728 | g_loss: 5.0705
Epoch [   34/  100] | d_loss: 0.3610 | g_loss: 6.0797
Epoch [   34/  100] | d_loss: 0.3507 | g_loss: 4.8962
Epoch [   34/  100] | d_loss: 0.3747 | g_loss: 5.0251
Epoch [   34/  100] | d_loss: 0.3398 | g_loss: 4.9820
Epoch [   34/  100] | d_loss: 0.3472 | g_loss: 5.7193
Epoch [   34/  100] | d_loss: 0.3600 | g_loss: 5.7872
Epoch [   34/  100] | d_loss: 0.3477 | g_loss: 5.4271
Epoch [   34/  100] | d_loss: 0.3549 | g_loss: 6.1086
Epoch [   34/  100] | d_loss: 0.3533 | g_loss: 5.5409
Epoch [   34/  100] | d_loss: 0.3499 | g_loss: 5.3557
Epoch [   34/  100] | d_loss: 0.3490 | g_loss: 4.6699
Epoch [   34/  100] | d_loss: 0.3798 | g_loss: 5.3352
Epoch [   34/  100] | d_loss: 0.3716 | g_loss: 4.9002
Epoch [   34/  100] | d_loss: 0.3467 | g_loss: 5.9791
Epoch [   34/  100] | d_loss: 0.3445 | g_loss: 5.6403
Epoch [   35/  100] | d_loss: 0.5118 | g_loss: 4.7782
Epoch [   35/  100] | d_loss: 0.3459 | g_loss: 5.0886
Epoch [   35/  100] | d_loss: 0.3391 | g_loss: 5.0466
Epoch [   35/  100] | d_loss: 0.3441 | g_loss: 5.6595
Epoch [   35/  100] | d_loss: 0.3560 | g_loss: 6.2036
Epoch [   35/  100] | d_loss: 0.3507 | g_loss: 5.2616
Epoch [   35/  100] | d_loss: 0.3557 | g_loss: 5.8080
Epoch [   35/  100] | d_loss: 0.3471 | g_loss: 4.5888
Epoch [   35/  100] | d_loss: 0.3444 | g_loss: 5.6020
Epoch [   35/  100] | d_loss: 0.3532 | g_loss: 5.6871
Epoch [   35/  100] | d_loss: 0.3634 | g_loss: 5.1327
Epoch [   35/  100] | d_loss: 0.3374 | g_loss: 5.4717
Epoch [   35/  100] | d_loss: 0.3855 | g_loss: 2.8952
Epoch [   35/  100] | d_loss: 0.3382 | g_loss: 6.9875
Epoch [   35/  100] | d_loss: 0.3450 | g_loss: 6.2609
Epoch [   35/  100] | d_loss: 0.3484 | g_loss: 5.0432
Epoch [   35/  100] | d_loss: 0.3456 | g_loss: 5.1041
Epoch [   35/  100] | d_loss: 0.3412 | g_loss: 5.0897
Epoch [   35/  100] | d_loss: 0.4033 | g_loss: 4.9247
Epoch [   35/  100] | d_loss: 0.3479 | g_loss: 5.6417
Epoch [   35/  100] | d_loss: 0.3745 | g_loss: 5.2217
Epoch [   35/  100] | d_loss: 0.3534 | g_loss: 5.6784
Epoch [   35/  100] | d_loss: 0.3382 | g_loss: 5.9882
Epoch [   35/  100] | d_loss: 0.3394 | g_loss: 5.7305
Epoch [   35/  100] | d_loss: 0.3490 | g_loss: 5.6966
Epoch [   35/  100] | d_loss: 0.3861 | g_loss: 3.9165
Epoch [   35/  100] | d_loss: 0.3526 | g_loss: 5.9882
Epoch [   35/  100] | d_loss: 0.3473 | g_loss: 4.0346
Epoch [   35/  100] | d_loss: 0.3950 | g_loss: 4.0611
Epoch [   36/  100] | d_loss: 0.6393 | g_loss: 2.9320
Epoch [   36/  100] | d_loss: 0.3641 | g_loss: 4.9814
Epoch [   36/  100] | d_loss: 0.3550 | g_loss: 5.2481
Epoch [   36/  100] | d_loss: 0.3930 | g_loss: 5.1417
Epoch [   36/  100] | d_loss: 0.3544 | g_loss: 6.0353
Epoch [   36/  100] | d_loss: 0.3548 | g_loss: 7.0960
Epoch [   36/  100] | d_loss: 0.3874 | g_loss: 5.9468
Epoch [   36/  100] | d_loss: 0.3615 | g_loss: 5.0726
Epoch [   36/  100] | d_loss: 0.3450 | g_loss: 5.4167
Epoch [   36/  100] | d_loss: 0.3557 | g_loss: 5.7661
Epoch [   36/  100] | d_loss: 0.3436 | g_loss: 5.6752
Epoch [   36/  100] | d_loss: 0.3779 | g_loss: 5.7684
Epoch [   36/  100] | d_loss: 0.3459 | g_loss: 4.7806
Epoch [   36/  100] | d_loss: 0.3553 | g_loss: 5.1400
Epoch [   36/  100] | d_loss: 0.3443 | g_loss: 5.4150
Epoch [   36/  100] | d_loss: 0.3554 | g_loss: 5.7000
Epoch [   36/  100] | d_loss: 0.3588 | g_loss: 5.8912
Epoch [   36/  100] | d_loss: 0.3451 | g_loss: 5.4452
Epoch [   36/  100] | d_loss: 0.3444 | g_loss: 6.7052
Epoch [   36/  100] | d_loss: 0.3517 | g_loss: 5.4524
Epoch [   36/  100] | d_loss: 0.3398 | g_loss: 6.6390
Epoch [   36/  100] | d_loss: 0.3464 | g_loss: 5.6625
Epoch [   36/  100] | d_loss: 0.3556 | g_loss: 6.0345
Epoch [   36/  100] | d_loss: 0.3861 | g_loss: 7.0217
Epoch [   36/  100] | d_loss: 0.3744 | g_loss: 5.6611
Epoch [   36/  100] | d_loss: 0.3613 | g_loss: 4.6322
Epoch [   36/  100] | d_loss: 0.3485 | g_loss: 5.0402
Epoch [   36/  100] | d_loss: 0.4549 | g_loss: 4.5662
Epoch [   36/  100] | d_loss: 0.3484 | g_loss: 5.1353
Epoch [   37/  100] | d_loss: 1.9669 | g_loss: 9.9789
Epoch [   37/  100] | d_loss: 0.3496 | g_loss: 7.1397
Epoch [   37/  100] | d_loss: 0.3472 | g_loss: 5.2948
Epoch [   37/  100] | d_loss: 0.4653 | g_loss: 2.9982
Epoch [   37/  100] | d_loss: 0.3545 | g_loss: 3.8940
Epoch [   37/  100] | d_loss: 0.3573 | g_loss: 5.3678
Epoch [   37/  100] | d_loss: 0.5065 | g_loss: 3.3777
Epoch [   37/  100] | d_loss: 0.3456 | g_loss: 5.1669
Epoch [   37/  100] | d_loss: 0.3659 | g_loss: 5.7182
Epoch [   37/  100] | d_loss: 0.3686 | g_loss: 5.9618
Epoch [   37/  100] | d_loss: 0.3670 | g_loss: 5.0277
Epoch [   37/  100] | d_loss: 0.3784 | g_loss: 6.0514
Epoch [   37/  100] | d_loss: 0.5586 | g_loss: 4.5949
Epoch [   37/  100] | d_loss: 0.3594 | g_loss: 6.2286
Epoch [   37/  100] | d_loss: 0.3498 | g_loss: 4.3886
Epoch [   37/  100] | d_loss: 0.3516 | g_loss: 6.0033
Epoch [   37/  100] | d_loss: 0.3456 | g_loss: 6.5484
Epoch [   37/  100] | d_loss: 0.3513 | g_loss: 5.0373
Epoch [   37/  100] | d_loss: 0.3451 | g_loss: 5.0079
Epoch [   37/  100] | d_loss: 0.3415 | g_loss: 6.7826
Epoch [   37/  100] | d_loss: 0.3494 | g_loss: 5.1598
Epoch [   37/  100] | d_loss: 0.4117 | g_loss: 4.3300
Epoch [   37/  100] | d_loss: 0.3740 | g_loss: 4.7503
Epoch [   37/  100] | d_loss: 0.3445 | g_loss: 6.2210
Epoch [   37/  100] | d_loss: 0.3855 | g_loss: 7.2644
Epoch [   37/  100] | d_loss: 0.3455 | g_loss: 10.8290
Epoch [   37/  100] | d_loss: 0.3468 | g_loss: 5.7596
Epoch [   37/  100] | d_loss: 0.3736 | g_loss: 5.3196
Epoch [   37/  100] | d_loss: 0.3486 | g_loss: 5.1244
Epoch [   38/  100] | d_loss: 0.8094 | g_loss: 5.7845
Epoch [   38/  100] | d_loss: 0.3465 | g_loss: 5.4202
Epoch [   38/  100] | d_loss: 0.4249 | g_loss: 6.3141
Epoch [   38/  100] | d_loss: 0.3547 | g_loss: 5.0478
Epoch [   38/  100] | d_loss: 0.3781 | g_loss: 4.0007
Epoch [   38/  100] | d_loss: 0.3924 | g_loss: 5.2926
Epoch [   38/  100] | d_loss: 0.3619 | g_loss: 5.4596
Epoch [   38/  100] | d_loss: 0.3727 | g_loss: 4.6415
Epoch [   38/  100] | d_loss: 0.3711 | g_loss: 4.7836
Epoch [   38/  100] | d_loss: 0.3546 | g_loss: 6.5943
Epoch [   38/  100] | d_loss: 0.3907 | g_loss: 5.2634
Epoch [   38/  100] | d_loss: 0.3676 | g_loss: 6.5582
Epoch [   38/  100] | d_loss: 0.3541 | g_loss: 5.3795
Epoch [   38/  100] | d_loss: 0.3492 | g_loss: 6.2899
Epoch [   38/  100] | d_loss: 0.3508 | g_loss: 6.4686
Epoch [   38/  100] | d_loss: 0.4930 | g_loss: 3.4285
Epoch [   38/  100] | d_loss: 0.3590 | g_loss: 5.0170
Epoch [   38/  100] | d_loss: 0.3752 | g_loss: 5.4684
Epoch [   38/  100] | d_loss: 0.3692 | g_loss: 5.0550
Epoch [   38/  100] | d_loss: 0.3394 | g_loss: 6.3631
Epoch [   38/  100] | d_loss: 0.3480 | g_loss: 5.7818
Epoch [   38/  100] | d_loss: 0.3424 | g_loss: 5.9807
Epoch [   38/  100] | d_loss: 0.3401 | g_loss: 6.1077
Epoch [   38/  100] | d_loss: 0.3480 | g_loss: 6.2015
Epoch [   38/  100] | d_loss: 0.3873 | g_loss: 4.7433
Epoch [   38/  100] | d_loss: 0.3554 | g_loss: 4.3403
Epoch [   38/  100] | d_loss: 0.3578 | g_loss: 4.3560
Epoch [   38/  100] | d_loss: 0.3532 | g_loss: 6.2676
Epoch [   38/  100] | d_loss: 0.3643 | g_loss: 5.0755
Epoch [   39/  100] | d_loss: 0.4222 | g_loss: 4.1649
Epoch [   39/  100] | d_loss: 0.3621 | g_loss: 5.4617
Epoch [   39/  100] | d_loss: 0.3469 | g_loss: 5.8190
Epoch [   39/  100] | d_loss: 0.3418 | g_loss: 7.4180
Epoch [   39/  100] | d_loss: 0.3405 | g_loss: 5.0473
Epoch [   39/  100] | d_loss: 0.3528 | g_loss: 6.3716
Epoch [   39/  100] | d_loss: 0.3421 | g_loss: 5.3304
Epoch [   39/  100] | d_loss: 0.3435 | g_loss: 5.8695
Epoch [   39/  100] | d_loss: 0.3572 | g_loss: 5.5519
Epoch [   39/  100] | d_loss: 0.3398 | g_loss: 6.1984
Epoch [   39/  100] | d_loss: 0.3417 | g_loss: 5.5049
Epoch [   39/  100] | d_loss: 0.3452 | g_loss: 5.2635
Epoch [   39/  100] | d_loss: 0.3588 | g_loss: 5.6650
Epoch [   39/  100] | d_loss: 0.3572 | g_loss: 5.1883
Epoch [   39/  100] | d_loss: 0.3471 | g_loss: 4.3061
Epoch [   39/  100] | d_loss: 0.3472 | g_loss: 7.0730
Epoch [   39/  100] | d_loss: 0.3900 | g_loss: 5.0555
Epoch [   39/  100] | d_loss: 0.3966 | g_loss: 5.4201
Epoch [   39/  100] | d_loss: 0.3569 | g_loss: 4.7367
Epoch [   39/  100] | d_loss: 0.3498 | g_loss: 5.8479
Epoch [   39/  100] | d_loss: 0.3881 | g_loss: 5.7716
Epoch [   39/  100] | d_loss: 0.3511 | g_loss: 6.3875
Epoch [   39/  100] | d_loss: 0.3457 | g_loss: 4.9876
Epoch [   39/  100] | d_loss: 0.3539 | g_loss: 5.2897
Epoch [   39/  100] | d_loss: 0.3503 | g_loss: 5.2747
Epoch [   39/  100] | d_loss: 0.3551 | g_loss: 5.7388
Epoch [   39/  100] | d_loss: 0.4123 | g_loss: 4.1107
Epoch [   39/  100] | d_loss: 0.3445 | g_loss: 4.5306
Epoch [   39/  100] | d_loss: 0.3566 | g_loss: 3.9966
Epoch [   40/  100] | d_loss: 1.2925 | g_loss: 5.9814
Epoch [   40/  100] | d_loss: 0.3436 | g_loss: 6.3736
Epoch [   40/  100] | d_loss: 0.3494 | g_loss: 4.9126
Epoch [   40/  100] | d_loss: 0.3518 | g_loss: 6.5326
Epoch [   40/  100] | d_loss: 0.3464 | g_loss: 4.6102
Epoch [   40/  100] | d_loss: 0.3458 | g_loss: 6.3787
Epoch [   40/  100] | d_loss: 0.3423 | g_loss: 6.0192
Epoch [   40/  100] | d_loss: 0.5541 | g_loss: 4.5880
Epoch [   40/  100] | d_loss: 0.3599 | g_loss: 5.7432
Epoch [   40/  100] | d_loss: 0.3460 | g_loss: 5.1950
Epoch [   40/  100] | d_loss: 0.3512 | g_loss: 5.4908
Epoch [   40/  100] | d_loss: 0.3572 | g_loss: 5.2132
Epoch [   40/  100] | d_loss: 0.3517 | g_loss: 4.9096
Epoch [   40/  100] | d_loss: 0.4007 | g_loss: 4.9456
Epoch [   40/  100] | d_loss: 0.3491 | g_loss: 5.5407
Epoch [   40/  100] | d_loss: 0.3545 | g_loss: 5.1450
Epoch [   40/  100] | d_loss: 0.3468 | g_loss: 5.0552
Epoch [   40/  100] | d_loss: 0.3738 | g_loss: 4.0844
Epoch [   40/  100] | d_loss: 0.3493 | g_loss: 5.3035
Epoch [   40/  100] | d_loss: 0.3636 | g_loss: 5.8825
Epoch [   40/  100] | d_loss: 0.3763 | g_loss: 4.2383
Epoch [   40/  100] | d_loss: 0.3482 | g_loss: 6.4722
Epoch [   40/  100] | d_loss: 0.3452 | g_loss: 6.8050
Epoch [   40/  100] | d_loss: 0.3648 | g_loss: 5.5118
Epoch [   40/  100] | d_loss: 0.4603 | g_loss: 5.8753
Epoch [   40/  100] | d_loss: 0.3644 | g_loss: 6.7770
Epoch [   40/  100] | d_loss: 0.4044 | g_loss: 4.3152
Epoch [   40/  100] | d_loss: 0.3393 | g_loss: 6.7936
Epoch [   40/  100] | d_loss: 0.3835 | g_loss: 4.4583
Epoch [   41/  100] | d_loss: 0.3648 | g_loss: 4.4343
Epoch [   41/  100] | d_loss: 0.6163 | g_loss: 4.6623
Epoch [   41/  100] | d_loss: 0.3674 | g_loss: 5.4961
Epoch [   41/  100] | d_loss: 0.3618 | g_loss: 5.9742
Epoch [   41/  100] | d_loss: 0.3805 | g_loss: 5.3489
Epoch [   41/  100] | d_loss: 0.4021 | g_loss: 5.0198
Epoch [   41/  100] | d_loss: 0.3622 | g_loss: 4.9168
Epoch [   41/  100] | d_loss: 0.3726 | g_loss: 4.6630
Epoch [   41/  100] | d_loss: 0.4338 | g_loss: 4.8165
Epoch [   41/  100] | d_loss: 0.3396 | g_loss: 6.8468
Epoch [   41/  100] | d_loss: 0.3361 | g_loss: 6.4970
Epoch [   41/  100] | d_loss: 0.3427 | g_loss: 7.2682
Epoch [   41/  100] | d_loss: 0.3586 | g_loss: 5.5628
Epoch [   41/  100] | d_loss: 0.3452 | g_loss: 5.5733
Epoch [   41/  100] | d_loss: 0.3487 | g_loss: 6.5645
Epoch [   41/  100] | d_loss: 0.3464 | g_loss: 6.4798
Epoch [   41/  100] | d_loss: 0.4209 | g_loss: 5.0602
Epoch [   41/  100] | d_loss: 0.3472 | g_loss: 7.8931
Epoch [   41/  100] | d_loss: 0.3466 | g_loss: 5.3565
Epoch [   41/  100] | d_loss: 0.4322 | g_loss: 3.0361
Epoch [   41/  100] | d_loss: 0.3573 | g_loss: 5.8510
Epoch [   41/  100] | d_loss: 0.3798 | g_loss: 4.9887
Epoch [   41/  100] | d_loss: 0.4064 | g_loss: 5.3736
Epoch [   41/  100] | d_loss: 0.3467 | g_loss: 5.3984
Epoch [   41/  100] | d_loss: 0.3445 | g_loss: 6.4886
Epoch [   41/  100] | d_loss: 0.3483 | g_loss: 4.6469
Epoch [   41/  100] | d_loss: 0.3343 | g_loss: 5.7354
Epoch [   41/  100] | d_loss: 0.3514 | g_loss: 5.3300
Epoch [   41/  100] | d_loss: 0.3471 | g_loss: 6.2278
Epoch [   42/  100] | d_loss: 0.3529 | g_loss: 5.4098
Epoch [   42/  100] | d_loss: 0.3468 | g_loss: 5.5849
Epoch [   42/  100] | d_loss: 0.3420 | g_loss: 6.2642
Epoch [   42/  100] | d_loss: 0.3375 | g_loss: 6.0405
Epoch [   42/  100] | d_loss: 0.3516 | g_loss: 4.5861
Epoch [   42/  100] | d_loss: 0.3464 | g_loss: 5.2691
Epoch [   42/  100] | d_loss: 0.3378 | g_loss: 5.8858
Epoch [   42/  100] | d_loss: 0.3607 | g_loss: 5.5884
Epoch [   42/  100] | d_loss: 0.3552 | g_loss: 4.7263
Epoch [   42/  100] | d_loss: 0.3529 | g_loss: 5.1575
Epoch [   42/  100] | d_loss: 0.3577 | g_loss: 4.3008
Epoch [   42/  100] | d_loss: 0.3574 | g_loss: 5.9687
Epoch [   42/  100] | d_loss: 0.3554 | g_loss: 5.1975
Epoch [   42/  100] | d_loss: 0.3428 | g_loss: 5.0603
Epoch [   42/  100] | d_loss: 0.3691 | g_loss: 5.8414
Epoch [   42/  100] | d_loss: 0.3927 | g_loss: 4.0873
Epoch [   42/  100] | d_loss: 0.3479 | g_loss: 5.3402
Epoch [   42/  100] | d_loss: 0.5888 | g_loss: 2.3039
Epoch [   42/  100] | d_loss: 0.5931 | g_loss: 2.1460
Epoch [   42/  100] | d_loss: 0.4489 | g_loss: 3.6166
Epoch [   42/  100] | d_loss: 0.3425 | g_loss: 5.4878
Epoch [   42/  100] | d_loss: 0.4013 | g_loss: 5.2772
Epoch [   42/  100] | d_loss: 0.3493 | g_loss: 4.8960
Epoch [   42/  100] | d_loss: 0.3482 | g_loss: 6.6962
Epoch [   42/  100] | d_loss: 0.3490 | g_loss: 6.7114
Epoch [   42/  100] | d_loss: 0.3967 | g_loss: 4.8419
Epoch [   42/  100] | d_loss: 0.3474 | g_loss: 5.7684
Epoch [   42/  100] | d_loss: 0.3484 | g_loss: 4.7658
Epoch [   42/  100] | d_loss: 0.3595 | g_loss: 5.8036
Epoch [   43/  100] | d_loss: 0.9447 | g_loss: 9.4461
Epoch [   43/  100] | d_loss: 0.3551 | g_loss: 4.4332
Epoch [   43/  100] | d_loss: 0.3536 | g_loss: 3.8341
Epoch [   43/  100] | d_loss: 0.3477 | g_loss: 5.1645
Epoch [   43/  100] | d_loss: 0.3772 | g_loss: 5.5235
Epoch [   43/  100] | d_loss: 0.3700 | g_loss: 4.7907
Epoch [   43/  100] | d_loss: 0.3583 | g_loss: 4.7917
Epoch [   43/  100] | d_loss: 0.3450 | g_loss: 5.4710
Epoch [   43/  100] | d_loss: 0.3509 | g_loss: 4.1104
Epoch [   43/  100] | d_loss: 0.3603 | g_loss: 6.8018
Epoch [   43/  100] | d_loss: 0.3526 | g_loss: 4.8521
Epoch [   43/  100] | d_loss: 0.3653 | g_loss: 6.5283
Epoch [   43/  100] | d_loss: 0.3524 | g_loss: 5.0733
Epoch [   43/  100] | d_loss: 0.3878 | g_loss: 4.0275
Epoch [   43/  100] | d_loss: 0.3984 | g_loss: 5.4277
Epoch [   43/  100] | d_loss: 0.3437 | g_loss: 6.1010
Epoch [   43/  100] | d_loss: 0.3670 | g_loss: 5.7144
Epoch [   43/  100] | d_loss: 0.3513 | g_loss: 5.4621
Epoch [   43/  100] | d_loss: 0.3506 | g_loss: 3.8919
Epoch [   43/  100] | d_loss: 0.3479 | g_loss: 5.1235
Epoch [   43/  100] | d_loss: 0.3539 | g_loss: 7.2428
Epoch [   43/  100] | d_loss: 0.3405 | g_loss: 5.6331
Epoch [   43/  100] | d_loss: 0.3613 | g_loss: 5.0935
Epoch [   43/  100] | d_loss: 0.3500 | g_loss: 5.2848
Epoch [   43/  100] | d_loss: 0.3548 | g_loss: 6.5176
Epoch [   43/  100] | d_loss: 0.3593 | g_loss: 5.1659
Epoch [   43/  100] | d_loss: 0.3595 | g_loss: 6.3976
Epoch [   43/  100] | d_loss: 0.3416 | g_loss: 6.4111
Epoch [   43/  100] | d_loss: 0.3516 | g_loss: 6.4326
Epoch [   44/  100] | d_loss: 0.6604 | g_loss: 5.9738
Epoch [   44/  100] | d_loss: 0.3516 | g_loss: 5.7436
Epoch [   44/  100] | d_loss: 0.3868 | g_loss: 4.8748
Epoch [   44/  100] | d_loss: 0.3483 | g_loss: 5.2478
Epoch [   44/  100] | d_loss: 0.3563 | g_loss: 4.8239
Epoch [   44/  100] | d_loss: 0.3572 | g_loss: 6.2002
Epoch [   44/  100] | d_loss: 0.3856 | g_loss: 5.2860
Epoch [   44/  100] | d_loss: 0.3447 | g_loss: 5.7952
Epoch [   44/  100] | d_loss: 0.3461 | g_loss: 5.8900
Epoch [   44/  100] | d_loss: 0.3466 | g_loss: 6.5153
Epoch [   44/  100] | d_loss: 0.3512 | g_loss: 5.7789
Epoch [   44/  100] | d_loss: 0.3431 | g_loss: 4.6519
Epoch [   44/  100] | d_loss: 0.3468 | g_loss: 5.8391
Epoch [   44/  100] | d_loss: 0.3550 | g_loss: 5.4474
Epoch [   44/  100] | d_loss: 0.3522 | g_loss: 4.8794
Epoch [   44/  100] | d_loss: 0.3527 | g_loss: 6.0664
Epoch [   44/  100] | d_loss: 0.3437 | g_loss: 5.7566
Epoch [   44/  100] | d_loss: 0.3467 | g_loss: 6.1850
Epoch [   44/  100] | d_loss: 0.3626 | g_loss: 6.2166
Epoch [   44/  100] | d_loss: 0.3424 | g_loss: 5.6548
Epoch [   44/  100] | d_loss: 0.3420 | g_loss: 7.0919
Epoch [   44/  100] | d_loss: 0.3571 | g_loss: 4.8261
Epoch [   44/  100] | d_loss: 0.3499 | g_loss: 4.8909
Epoch [   44/  100] | d_loss: 0.3433 | g_loss: 5.6604
Epoch [   44/  100] | d_loss: 0.3524 | g_loss: 6.2664
Epoch [   44/  100] | d_loss: 0.3548 | g_loss: 4.7913
Epoch [   44/  100] | d_loss: 0.3609 | g_loss: 4.5129
Epoch [   44/  100] | d_loss: 0.3449 | g_loss: 6.5495
Epoch [   44/  100] | d_loss: 0.3412 | g_loss: 7.4891
Epoch [   45/  100] | d_loss: 0.4713 | g_loss: 4.7286
Epoch [   45/  100] | d_loss: 0.3496 | g_loss: 6.1455
Epoch [   45/  100] | d_loss: 0.3474 | g_loss: 6.4014
Epoch [   45/  100] | d_loss: 0.3393 | g_loss: 5.9030
Epoch [   45/  100] | d_loss: 0.3401 | g_loss: 5.9943
Epoch [   45/  100] | d_loss: 0.3424 | g_loss: 5.9142
Epoch [   45/  100] | d_loss: 0.3716 | g_loss: 5.9566
Epoch [   45/  100] | d_loss: 0.3410 | g_loss: 4.6640
Epoch [   45/  100] | d_loss: 0.3393 | g_loss: 6.2418
Epoch [   45/  100] | d_loss: 0.3432 | g_loss: 5.8947
Epoch [   45/  100] | d_loss: 0.3531 | g_loss: 5.1237
Epoch [   45/  100] | d_loss: 0.3565 | g_loss: 5.7284
Epoch [   45/  100] | d_loss: 0.3450 | g_loss: 7.6109
Epoch [   45/  100] | d_loss: 0.3509 | g_loss: 7.4480
Epoch [   45/  100] | d_loss: 0.3407 | g_loss: 5.9509
Epoch [   45/  100] | d_loss: 0.3369 | g_loss: 6.0785
Epoch [   45/  100] | d_loss: 0.3476 | g_loss: 6.9981
Epoch [   45/  100] | d_loss: 0.3450 | g_loss: 4.7707
Epoch [   45/  100] | d_loss: 0.3490 | g_loss: 5.4620
Epoch [   45/  100] | d_loss: 0.3442 | g_loss: 5.1057
Epoch [   45/  100] | d_loss: 0.3389 | g_loss: 5.2181
Epoch [   45/  100] | d_loss: 0.3432 | g_loss: 6.1287
Epoch [   45/  100] | d_loss: 0.3597 | g_loss: 5.0871
Epoch [   45/  100] | d_loss: 0.3540 | g_loss: 4.8625
Epoch [   45/  100] | d_loss: 0.3478 | g_loss: 6.1095
Epoch [   45/  100] | d_loss: 0.3576 | g_loss: 5.0238
Epoch [   45/  100] | d_loss: 0.4150 | g_loss: 5.0468
Epoch [   45/  100] | d_loss: 0.3480 | g_loss: 6.7726
Epoch [   45/  100] | d_loss: 0.3557 | g_loss: 4.9613
Epoch [   46/  100] | d_loss: 0.3548 | g_loss: 5.2738
Epoch [   46/  100] | d_loss: 0.4002 | g_loss: 5.5328
Epoch [   46/  100] | d_loss: 0.3386 | g_loss: 6.3146
Epoch [   46/  100] | d_loss: 0.3456 | g_loss: 5.7047
Epoch [   46/  100] | d_loss: 0.3552 | g_loss: 6.4160
Epoch [   46/  100] | d_loss: 0.5291 | g_loss: 1.6919
Epoch [   46/  100] | d_loss: 0.3470 | g_loss: 5.6115
Epoch [   46/  100] | d_loss: 0.3915 | g_loss: 3.7856
Epoch [   46/  100] | d_loss: 0.3506 | g_loss: 6.4521
Epoch [   46/  100] | d_loss: 0.3396 | g_loss: 5.6665
Epoch [   46/  100] | d_loss: 0.3550 | g_loss: 6.9876
Epoch [   46/  100] | d_loss: 0.3409 | g_loss: 6.2984
Epoch [   46/  100] | d_loss: 0.3421 | g_loss: 6.0225
Epoch [   46/  100] | d_loss: 0.3769 | g_loss: 5.6172
Epoch [   46/  100] | d_loss: 0.3476 | g_loss: 6.1696
Epoch [   46/  100] | d_loss: 0.3522 | g_loss: 5.7307
Epoch [   46/  100] | d_loss: 0.3686 | g_loss: 7.0207
Epoch [   46/  100] | d_loss: 0.4126 | g_loss: 6.4686
Epoch [   46/  100] | d_loss: 0.3530 | g_loss: 5.6871
Epoch [   46/  100] | d_loss: 0.3448 | g_loss: 7.3655
Epoch [   46/  100] | d_loss: 0.3435 | g_loss: 4.2162
Epoch [   46/  100] | d_loss: 0.3568 | g_loss: 8.6667
Epoch [   46/  100] | d_loss: 0.3479 | g_loss: 5.9969
Epoch [   46/  100] | d_loss: 0.3453 | g_loss: 5.9724
Epoch [   46/  100] | d_loss: 0.3584 | g_loss: 6.7142
Epoch [   46/  100] | d_loss: 0.3434 | g_loss: 5.8514
Epoch [   46/  100] | d_loss: 0.3430 | g_loss: 4.5280
Epoch [   46/  100] | d_loss: 0.3571 | g_loss: 6.2949
Epoch [   46/  100] | d_loss: 0.3439 | g_loss: 5.8590
Epoch [   47/  100] | d_loss: 0.4332 | g_loss: 5.0228
Epoch [   47/  100] | d_loss: 0.3429 | g_loss: 6.7923
Epoch [   47/  100] | d_loss: 0.3801 | g_loss: 5.5042
Epoch [   47/  100] | d_loss: 0.3505 | g_loss: 5.0597
Epoch [   47/  100] | d_loss: 0.3582 | g_loss: 5.6219
Epoch [   47/  100] | d_loss: 0.3441 | g_loss: 5.3965
Epoch [   47/  100] | d_loss: 0.3480 | g_loss: 4.5775
Epoch [   47/  100] | d_loss: 0.3645 | g_loss: 5.9901
Epoch [   47/  100] | d_loss: 0.3611 | g_loss: 5.3404
Epoch [   47/  100] | d_loss: 0.3488 | g_loss: 3.1545
Epoch [   47/  100] | d_loss: 0.3480 | g_loss: 6.1371
Epoch [   47/  100] | d_loss: 0.3471 | g_loss: 4.8382
Epoch [   47/  100] | d_loss: 0.3801 | g_loss: 6.6108
Epoch [   47/  100] | d_loss: 0.3525 | g_loss: 5.1505
Epoch [   47/  100] | d_loss: 0.3446 | g_loss: 5.9903
Epoch [   47/  100] | d_loss: 0.3575 | g_loss: 6.7206
Epoch [   47/  100] | d_loss: 0.3372 | g_loss: 6.7192
Epoch [   47/  100] | d_loss: 0.3484 | g_loss: 6.0289
Epoch [   47/  100] | d_loss: 0.5105 | g_loss: 3.6922
Epoch [   47/  100] | d_loss: 0.3401 | g_loss: 5.1765
Epoch [   47/  100] | d_loss: 0.3461 | g_loss: 5.0284
Epoch [   47/  100] | d_loss: 0.3540 | g_loss: 4.7011
Epoch [   47/  100] | d_loss: 0.3552 | g_loss: 5.4330
Epoch [   47/  100] | d_loss: 0.3447 | g_loss: 5.4235
Epoch [   47/  100] | d_loss: 0.3419 | g_loss: 6.1281
Epoch [   47/  100] | d_loss: 0.3460 | g_loss: 8.3887
Epoch [   47/  100] | d_loss: 0.3430 | g_loss: 5.4064
Epoch [   47/  100] | d_loss: 0.3516 | g_loss: 5.5885
Epoch [   47/  100] | d_loss: 0.3565 | g_loss: 6.0870
Epoch [   48/  100] | d_loss: 0.6334 | g_loss: 6.2729
Epoch [   48/  100] | d_loss: 0.5260 | g_loss: 4.6060
Epoch [   48/  100] | d_loss: 0.3377 | g_loss: 6.1782
Epoch [   48/  100] | d_loss: 0.3511 | g_loss: 5.1686
Epoch [   48/  100] | d_loss: 0.3485 | g_loss: 5.9522
Epoch [   48/  100] | d_loss: 0.4821 | g_loss: 3.0375
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Epoch [   48/  100] | d_loss: 0.3486 | g_loss: 8.2248
Epoch [   48/  100] | d_loss: 0.3599 | g_loss: 6.5728
Epoch [   48/  100] | d_loss: 0.3499 | g_loss: 5.6141
Epoch [   48/  100] | d_loss: 0.3549 | g_loss: 4.7196
Epoch [   48/  100] | d_loss: 0.3456 | g_loss: 5.7471
Epoch [   48/  100] | d_loss: 0.3508 | g_loss: 6.1374
Epoch [   48/  100] | d_loss: 0.3398 | g_loss: 6.6927
Epoch [   48/  100] | d_loss: 0.4218 | g_loss: 5.2049
Epoch [   48/  100] | d_loss: 0.3495 | g_loss: 5.6737
Epoch [   48/  100] | d_loss: 0.3404 | g_loss: 5.6082
Epoch [   48/  100] | d_loss: 0.3531 | g_loss: 4.7037
Epoch [   48/  100] | d_loss: 0.3486 | g_loss: 5.8120
Epoch [   48/  100] | d_loss: 0.3627 | g_loss: 4.4636
Epoch [   48/  100] | d_loss: 0.4043 | g_loss: 5.1975
Epoch [   48/  100] | d_loss: 0.3421 | g_loss: 5.7809
Epoch [   48/  100] | d_loss: 0.4090 | g_loss: 6.2254
Epoch [   48/  100] | d_loss: 0.3420 | g_loss: 5.5318
Epoch [   48/  100] | d_loss: 0.3589 | g_loss: 5.1745
Epoch [   48/  100] | d_loss: 0.3743 | g_loss: 5.2095
Epoch [   48/  100] | d_loss: 0.3607 | g_loss: 6.1434
Epoch [   48/  100] | d_loss: 0.3548 | g_loss: 5.3172
Epoch [   48/  100] | d_loss: 0.3489 | g_loss: 6.1704
Epoch [   49/  100] | d_loss: 1.0856 | g_loss: 8.1666
Epoch [   49/  100] | d_loss: 0.3463 | g_loss: 5.6186
Epoch [   49/  100] | d_loss: 0.3473 | g_loss: 6.3446
Epoch [   49/  100] | d_loss: 0.3437 | g_loss: 5.4830
Epoch [   49/  100] | d_loss: 0.3528 | g_loss: 5.8090
Epoch [   49/  100] | d_loss: 0.3678 | g_loss: 6.1632
Epoch [   49/  100] | d_loss: 0.3425 | g_loss: 5.8517
Epoch [   49/  100] | d_loss: 0.3727 | g_loss: 5.6741
Epoch [   49/  100] | d_loss: 0.3448 | g_loss: 5.6249
Epoch [   49/  100] | d_loss: 0.3505 | g_loss: 5.6916
Epoch [   49/  100] | d_loss: 0.3467 | g_loss: 5.6284
Epoch [   49/  100] | d_loss: 0.3639 | g_loss: 4.7850
Epoch [   49/  100] | d_loss: 0.3460 | g_loss: 4.5202
Epoch [   49/  100] | d_loss: 0.3394 | g_loss: 5.0876
Epoch [   49/  100] | d_loss: 0.3484 | g_loss: 5.6718
Epoch [   49/  100] | d_loss: 0.3363 | g_loss: 6.0116
Epoch [   49/  100] | d_loss: 0.3576 | g_loss: 7.2466
Epoch [   49/  100] | d_loss: 0.3558 | g_loss: 6.9691
Epoch [   49/  100] | d_loss: 0.3630 | g_loss: 6.1135
Epoch [   49/  100] | d_loss: 0.3574 | g_loss: 6.3969
Epoch [   49/  100] | d_loss: 0.3490 | g_loss: 4.9318
Epoch [   49/  100] | d_loss: 0.3376 | g_loss: 6.1144
Epoch [   49/  100] | d_loss: 0.3480 | g_loss: 5.4264
Epoch [   49/  100] | d_loss: 0.3485 | g_loss: 7.0956
Epoch [   49/  100] | d_loss: 0.3407 | g_loss: 6.2432
Epoch [   49/  100] | d_loss: 0.3627 | g_loss: 5.4904
Epoch [   49/  100] | d_loss: 0.3731 | g_loss: 5.0683
Epoch [   49/  100] | d_loss: 0.3667 | g_loss: 5.2526
Epoch [   49/  100] | d_loss: 0.3467 | g_loss: 5.2608
Epoch [   50/  100] | d_loss: 0.9003 | g_loss: 5.3183
Epoch [   50/  100] | d_loss: 0.3492 | g_loss: 4.9550
Epoch [   50/  100] | d_loss: 0.3519 | g_loss: 5.2406
Epoch [   50/  100] | d_loss: 0.3421 | g_loss: 7.0400
Epoch [   50/  100] | d_loss: 0.3463 | g_loss: 4.6803
Epoch [   50/  100] | d_loss: 0.3370 | g_loss: 6.5312
Epoch [   50/  100] | d_loss: 0.3523 | g_loss: 5.2799
Epoch [   50/  100] | d_loss: 0.3625 | g_loss: 4.2188
Epoch [   50/  100] | d_loss: 0.3598 | g_loss: 4.2098
Epoch [   50/  100] | d_loss: 0.3693 | g_loss: 6.0065
Epoch [   50/  100] | d_loss: 0.3397 | g_loss: 5.8991
Epoch [   50/  100] | d_loss: 0.3902 | g_loss: 3.9641
Epoch [   50/  100] | d_loss: 0.3615 | g_loss: 4.8825
Epoch [   50/  100] | d_loss: 0.3426 | g_loss: 5.7442
Epoch [   50/  100] | d_loss: 0.3503 | g_loss: 6.5186
Epoch [   50/  100] | d_loss: 0.3422 | g_loss: 5.9532
Epoch [   50/  100] | d_loss: 0.3393 | g_loss: 6.0175
Epoch [   50/  100] | d_loss: 0.3506 | g_loss: 4.7739
Epoch [   50/  100] | d_loss: 0.3493 | g_loss: 7.1051
Epoch [   50/  100] | d_loss: 0.3407 | g_loss: 5.6922
Epoch [   50/  100] | d_loss: 0.3485 | g_loss: 6.5472
Epoch [   50/  100] | d_loss: 0.3631 | g_loss: 4.8641
Epoch [   50/  100] | d_loss: 0.3425 | g_loss: 6.9838
Epoch [   50/  100] | d_loss: 0.3345 | g_loss: 6.9540
Epoch [   50/  100] | d_loss: 0.3408 | g_loss: 5.0547
Epoch [   50/  100] | d_loss: 0.3628 | g_loss: 4.9773
Epoch [   50/  100] | d_loss: 0.3538 | g_loss: 6.0024
Epoch [   50/  100] | d_loss: 0.3382 | g_loss: 5.4950
Epoch [   50/  100] | d_loss: 0.3780 | g_loss: 4.7420
Epoch [   51/  100] | d_loss: 1.7190 | g_loss: 5.9259
Epoch [   51/  100] | d_loss: 0.3560 | g_loss: 4.9744
Epoch [   51/  100] | d_loss: 0.3409 | g_loss: 7.0959
Epoch [   51/  100] | d_loss: 0.3560 | g_loss: 5.4684
Epoch [   51/  100] | d_loss: 0.3678 | g_loss: 5.7058
Epoch [   51/  100] | d_loss: 0.3475 | g_loss: 4.0420
Epoch [   51/  100] | d_loss: 0.3447 | g_loss: 5.2800
Epoch [   51/  100] | d_loss: 0.4200 | g_loss: 3.3650
Epoch [   51/  100] | d_loss: 0.3583 | g_loss: 4.0516
Epoch [   51/  100] | d_loss: 0.3456 | g_loss: 5.0454
Epoch [   51/  100] | d_loss: 0.3415 | g_loss: 5.9050
Epoch [   51/  100] | d_loss: 0.3411 | g_loss: 7.2180
Epoch [   51/  100] | d_loss: 0.4032 | g_loss: 4.6559
Epoch [   51/  100] | d_loss: 0.3413 | g_loss: 5.1355
Epoch [   51/  100] | d_loss: 0.3663 | g_loss: 5.3372
Epoch [   51/  100] | d_loss: 0.3354 | g_loss: 6.2439
Epoch [   51/  100] | d_loss: 0.3919 | g_loss: 4.2468
Epoch [   51/  100] | d_loss: 0.3557 | g_loss: 4.9352
Epoch [   51/  100] | d_loss: 0.3421 | g_loss: 5.4830
Epoch [   51/  100] | d_loss: 0.4099 | g_loss: 4.1112
Epoch [   51/  100] | d_loss: 0.3464 | g_loss: 6.1849
Epoch [   51/  100] | d_loss: 0.3532 | g_loss: 5.9498
Epoch [   51/  100] | d_loss: 0.3464 | g_loss: 5.9728
Epoch [   51/  100] | d_loss: 0.3400 | g_loss: 5.9102
Epoch [   51/  100] | d_loss: 0.3474 | g_loss: 4.9109
Epoch [   51/  100] | d_loss: 0.3451 | g_loss: 4.8905
Epoch [   51/  100] | d_loss: 0.3419 | g_loss: 4.7169
Epoch [   51/  100] | d_loss: 0.3763 | g_loss: 4.3689
Epoch [   51/  100] | d_loss: 0.3551 | g_loss: 4.5975
Epoch [   52/  100] | d_loss: 0.3477 | g_loss: 5.1218
Epoch [   52/  100] | d_loss: 0.3470 | g_loss: 5.4108
Epoch [   52/  100] | d_loss: 0.3603 | g_loss: 4.6241
Epoch [   52/  100] | d_loss: 0.3482 | g_loss: 5.5134
Epoch [   52/  100] | d_loss: 0.3862 | g_loss: 5.5744
Epoch [   52/  100] | d_loss: 0.5325 | g_loss: 3.1975
Epoch [   52/  100] | d_loss: 0.3714 | g_loss: 6.0683
Epoch [   52/  100] | d_loss: 0.3669 | g_loss: 5.2597
Epoch [   52/  100] | d_loss: 0.3443 | g_loss: 6.6969
Epoch [   52/  100] | d_loss: 0.3597 | g_loss: 5.3337
Epoch [   52/  100] | d_loss: 0.3450 | g_loss: 6.0433
Epoch [   52/  100] | d_loss: 0.3381 | g_loss: 6.0975
Epoch [   52/  100] | d_loss: 0.3498 | g_loss: 6.4398
Epoch [   52/  100] | d_loss: 0.3424 | g_loss: 6.0572
Epoch [   52/  100] | d_loss: 0.3481 | g_loss: 5.6172
Epoch [   52/  100] | d_loss: 0.3627 | g_loss: 5.7618
Epoch [   52/  100] | d_loss: 0.3769 | g_loss: 6.2143
Epoch [   52/  100] | d_loss: 0.3506 | g_loss: 6.0077
Epoch [   52/  100] | d_loss: 0.3444 | g_loss: 5.2316
Epoch [   52/  100] | d_loss: 0.3519 | g_loss: 5.7984
Epoch [   52/  100] | d_loss: 0.3443 | g_loss: 5.5502
Epoch [   52/  100] | d_loss: 0.4243 | g_loss: 4.8753
Epoch [   52/  100] | d_loss: 0.3550 | g_loss: 5.1738
Epoch [   52/  100] | d_loss: 0.3409 | g_loss: 4.8287
Epoch [   52/  100] | d_loss: 0.3719 | g_loss: 5.4734
Epoch [   52/  100] | d_loss: 0.3526 | g_loss: 5.7849
Epoch [   52/  100] | d_loss: 0.3444 | g_loss: 8.3679
Epoch [   52/  100] | d_loss: 0.3600 | g_loss: 5.1649
Epoch [   52/  100] | d_loss: 0.3918 | g_loss: 4.2961
Epoch [   53/  100] | d_loss: 1.5502 | g_loss: 6.2592
Epoch [   53/  100] | d_loss: 0.3674 | g_loss: 4.5902
Epoch [   53/  100] | d_loss: 0.3617 | g_loss: 5.1049
Epoch [   53/  100] | d_loss: 0.3589 | g_loss: 5.5630
Epoch [   53/  100] | d_loss: 0.3525 | g_loss: 5.9009
Epoch [   53/  100] | d_loss: 0.3711 | g_loss: 5.8368
Epoch [   53/  100] | d_loss: 0.3576 | g_loss: 5.1058
Epoch [   53/  100] | d_loss: 0.3430 | g_loss: 5.8954
Epoch [   53/  100] | d_loss: 0.3421 | g_loss: 5.5652
Epoch [   53/  100] | d_loss: 0.3481 | g_loss: 5.9083
Epoch [   53/  100] | d_loss: 0.3519 | g_loss: 5.4299
Epoch [   53/  100] | d_loss: 0.3497 | g_loss: 5.1768
Epoch [   53/  100] | d_loss: 0.3565 | g_loss: 5.3934
Epoch [   53/  100] | d_loss: 0.3420 | g_loss: 4.6563
Epoch [   53/  100] | d_loss: 0.3430 | g_loss: 5.3902
Epoch [   53/  100] | d_loss: 0.3372 | g_loss: 6.3744
Epoch [   53/  100] | d_loss: 0.3729 | g_loss: 5.6145
Epoch [   53/  100] | d_loss: 0.3497 | g_loss: 5.4701
Epoch [   53/  100] | d_loss: 0.3493 | g_loss: 4.7938
Epoch [   53/  100] | d_loss: 0.3524 | g_loss: 5.1689
Epoch [   53/  100] | d_loss: 0.3762 | g_loss: 4.6969
Epoch [   53/  100] | d_loss: 0.3434 | g_loss: 7.1595
Epoch [   53/  100] | d_loss: 0.3460 | g_loss: 6.0383
Epoch [   53/  100] | d_loss: 0.3646 | g_loss: 4.2399
Epoch [   53/  100] | d_loss: 0.3560 | g_loss: 4.8799
Epoch [   53/  100] | d_loss: 0.3401 | g_loss: 6.2545
Epoch [   53/  100] | d_loss: 0.4059 | g_loss: 4.4287
Epoch [   53/  100] | d_loss: 0.3411 | g_loss: 6.1708
Epoch [   53/  100] | d_loss: 0.3398 | g_loss: 5.8938
Epoch [   54/  100] | d_loss: 0.4310 | g_loss: 3.5487
Epoch [   54/  100] | d_loss: 0.3505 | g_loss: 4.9487
Epoch [   54/  100] | d_loss: 0.3546 | g_loss: 8.1566
Epoch [   54/  100] | d_loss: 0.3466 | g_loss: 5.0910
Epoch [   54/  100] | d_loss: 0.3655 | g_loss: 4.6747
Epoch [   54/  100] | d_loss: 0.3526 | g_loss: 5.2355
Epoch [   54/  100] | d_loss: 0.3515 | g_loss: 5.0064
Epoch [   54/  100] | d_loss: 0.3618 | g_loss: 5.0094
Epoch [   54/  100] | d_loss: 0.3377 | g_loss: 5.3039
Epoch [   54/  100] | d_loss: 0.3483 | g_loss: 5.6697
Epoch [   54/  100] | d_loss: 0.3410 | g_loss: 6.0448
Epoch [   54/  100] | d_loss: 0.3472 | g_loss: 5.3575
Epoch [   54/  100] | d_loss: 0.3477 | g_loss: 5.4484
Epoch [   54/  100] | d_loss: 0.3434 | g_loss: 5.4773
Epoch [   54/  100] | d_loss: 0.3395 | g_loss: 5.4641
Epoch [   54/  100] | d_loss: 0.3461 | g_loss: 6.3318
Epoch [   54/  100] | d_loss: 0.3415 | g_loss: 6.3684
Epoch [   54/  100] | d_loss: 0.3696 | g_loss: 5.4850
Epoch [   54/  100] | d_loss: 0.3461 | g_loss: 4.6251
Epoch [   54/  100] | d_loss: 0.3601 | g_loss: 4.9522
Epoch [   54/  100] | d_loss: 0.3578 | g_loss: 4.3258
Epoch [   54/  100] | d_loss: 0.3488 | g_loss: 4.9628
Epoch [   54/  100] | d_loss: 0.3759 | g_loss: 4.1723
Epoch [   54/  100] | d_loss: 0.3475 | g_loss: 5.3304
Epoch [   54/  100] | d_loss: 0.3611 | g_loss: 3.7578
Epoch [   54/  100] | d_loss: 0.3437 | g_loss: 5.0556
Epoch [   54/  100] | d_loss: 0.3478 | g_loss: 5.8583
Epoch [   54/  100] | d_loss: 0.3474 | g_loss: 5.8685
Epoch [   54/  100] | d_loss: 0.3405 | g_loss: 5.9461
Epoch [   55/  100] | d_loss: 0.4913 | g_loss: 5.0286
Epoch [   55/  100] | d_loss: 0.3783 | g_loss: 5.1038
Epoch [   55/  100] | d_loss: 0.3522 | g_loss: 4.3976
Epoch [   55/  100] | d_loss: 0.3531 | g_loss: 6.4334
Epoch [   55/  100] | d_loss: 0.3407 | g_loss: 5.4787
Epoch [   55/  100] | d_loss: 0.3436 | g_loss: 5.5287
Epoch [   55/  100] | d_loss: 0.3504 | g_loss: 6.0294
Epoch [   55/  100] | d_loss: 0.3427 | g_loss: 7.1605
Epoch [   55/  100] | d_loss: 0.4291 | g_loss: 5.5747
Epoch [   55/  100] | d_loss: 0.3367 | g_loss: 6.5411
Epoch [   55/  100] | d_loss: 0.3426 | g_loss: 6.0628
Epoch [   55/  100] | d_loss: 0.3543 | g_loss: 6.3755
Epoch [   55/  100] | d_loss: 0.3643 | g_loss: 5.8700
Epoch [   55/  100] | d_loss: 0.3512 | g_loss: 5.9369
Epoch [   55/  100] | d_loss: 0.3416 | g_loss: 6.1506
Epoch [   55/  100] | d_loss: 0.3508 | g_loss: 5.3560
Epoch [   55/  100] | d_loss: 0.3416 | g_loss: 6.1817
Epoch [   55/  100] | d_loss: 0.3636 | g_loss: 5.9707
Epoch [   55/  100] | d_loss: 0.3610 | g_loss: 6.0083
Epoch [   55/  100] | d_loss: 0.3419 | g_loss: 5.7461
Epoch [   55/  100] | d_loss: 0.3508 | g_loss: 5.3375
Epoch [   55/  100] | d_loss: 0.3504 | g_loss: 6.1553
Epoch [   55/  100] | d_loss: 0.3459 | g_loss: 5.3510
Epoch [   55/  100] | d_loss: 0.4097 | g_loss: 5.6484
Epoch [   55/  100] | d_loss: 0.3403 | g_loss: 7.0349
Epoch [   55/  100] | d_loss: 0.3380 | g_loss: 6.1197
Epoch [   55/  100] | d_loss: 0.3359 | g_loss: 6.4011
Epoch [   55/  100] | d_loss: 0.3444 | g_loss: 6.1093
Epoch [   55/  100] | d_loss: 0.3579 | g_loss: 5.1905
Epoch [   56/  100] | d_loss: 0.6755 | g_loss: 4.7395
Epoch [   56/  100] | d_loss: 0.3547 | g_loss: 5.9083
Epoch [   56/  100] | d_loss: 0.3444 | g_loss: 6.4786
Epoch [   56/  100] | d_loss: 0.3521 | g_loss: 5.6617
Epoch [   56/  100] | d_loss: 0.3557 | g_loss: 5.0335
Epoch [   56/  100] | d_loss: 0.3604 | g_loss: 5.7347
Epoch [   56/  100] | d_loss: 0.3987 | g_loss: 6.1815
Epoch [   56/  100] | d_loss: 0.3383 | g_loss: 6.4184
Epoch [   56/  100] | d_loss: 0.3372 | g_loss: 6.1504
Epoch [   56/  100] | d_loss: 0.3372 | g_loss: 7.0893
Epoch [   56/  100] | d_loss: 0.3447 | g_loss: 6.6116
Epoch [   56/  100] | d_loss: 0.3431 | g_loss: 4.3988
Epoch [   56/  100] | d_loss: 0.3779 | g_loss: 4.9408
Epoch [   56/  100] | d_loss: 0.3401 | g_loss: 4.9394
Epoch [   56/  100] | d_loss: 0.3397 | g_loss: 5.8179
Epoch [   56/  100] | d_loss: 0.3880 | g_loss: 4.2795
Epoch [   56/  100] | d_loss: 0.3482 | g_loss: 5.7064
Epoch [   56/  100] | d_loss: 0.3573 | g_loss: 4.7438
Epoch [   56/  100] | d_loss: 0.3531 | g_loss: 5.9488
Epoch [   56/  100] | d_loss: 0.3653 | g_loss: 5.1240
Epoch [   56/  100] | d_loss: 0.3632 | g_loss: 5.3897
Epoch [   56/  100] | d_loss: 0.3416 | g_loss: 4.9734
Epoch [   56/  100] | d_loss: 0.3419 | g_loss: 5.5002
Epoch [   56/  100] | d_loss: 0.3561 | g_loss: 5.3242
Epoch [   56/  100] | d_loss: 0.3362 | g_loss: 7.2618
Epoch [   56/  100] | d_loss: 0.3462 | g_loss: 5.6109
Epoch [   56/  100] | d_loss: 0.3443 | g_loss: 5.6307
Epoch [   56/  100] | d_loss: 0.3415 | g_loss: 6.2584
Epoch [   56/  100] | d_loss: 0.3467 | g_loss: 5.0188
Epoch [   57/  100] | d_loss: 0.9761 | g_loss: 5.2702
Epoch [   57/  100] | d_loss: 0.3590 | g_loss: 5.5051
Epoch [   57/  100] | d_loss: 0.3442 | g_loss: 4.5723
Epoch [   57/  100] | d_loss: 0.3474 | g_loss: 5.6796
Epoch [   57/  100] | d_loss: 0.3487 | g_loss: 5.8553
Epoch [   57/  100] | d_loss: 0.3518 | g_loss: 5.9153
Epoch [   57/  100] | d_loss: 0.3429 | g_loss: 7.1102
Epoch [   57/  100] | d_loss: 0.3589 | g_loss: 6.3802
Epoch [   57/  100] | d_loss: 0.3489 | g_loss: 4.9046
Epoch [   57/  100] | d_loss: 0.3747 | g_loss: 4.9404
Epoch [   57/  100] | d_loss: 0.3607 | g_loss: 5.5053
Epoch [   57/  100] | d_loss: 0.3417 | g_loss: 6.0685
Epoch [   57/  100] | d_loss: 0.4053 | g_loss: 4.0067
Epoch [   57/  100] | d_loss: 0.3405 | g_loss: 6.0997
Epoch [   57/  100] | d_loss: 0.4113 | g_loss: 4.4426
Epoch [   57/  100] | d_loss: 0.3505 | g_loss: 5.9563
Epoch [   57/  100] | d_loss: 0.3351 | g_loss: 6.5657
Epoch [   57/  100] | d_loss: 0.4805 | g_loss: 3.1722
Epoch [   57/  100] | d_loss: 0.3405 | g_loss: 6.1415
Epoch [   57/  100] | d_loss: 0.3649 | g_loss: 6.9228
Epoch [   57/  100] | d_loss: 0.3517 | g_loss: 5.7304
Epoch [   57/  100] | d_loss: 0.3517 | g_loss: 5.6613
Epoch [   57/  100] | d_loss: 0.3512 | g_loss: 5.9168
Epoch [   57/  100] | d_loss: 0.3462 | g_loss: 4.9984
Epoch [   57/  100] | d_loss: 0.3574 | g_loss: 5.2721
Epoch [   57/  100] | d_loss: 0.3460 | g_loss: 5.9077
Epoch [   57/  100] | d_loss: 0.3420 | g_loss: 6.2338
Epoch [   57/  100] | d_loss: 0.3387 | g_loss: 5.7386
Epoch [   57/  100] | d_loss: 0.3452 | g_loss: 5.7635
Epoch [   58/  100] | d_loss: 0.3628 | g_loss: 5.4746
Epoch [   58/  100] | d_loss: 0.3494 | g_loss: 4.9644
Epoch [   58/  100] | d_loss: 0.3419 | g_loss: 6.0487
Epoch [   58/  100] | d_loss: 0.3425 | g_loss: 5.3837
Epoch [   58/  100] | d_loss: 0.3642 | g_loss: 6.9612
Epoch [   58/  100] | d_loss: 0.3371 | g_loss: 6.4378
Epoch [   58/  100] | d_loss: 0.3723 | g_loss: 5.5686
Epoch [   58/  100] | d_loss: 0.3589 | g_loss: 4.9400
Epoch [   58/  100] | d_loss: 0.3464 | g_loss: 4.6786
Epoch [   58/  100] | d_loss: 0.3442 | g_loss: 6.6614
Epoch [   58/  100] | d_loss: 0.3518 | g_loss: 6.0528
Epoch [   58/  100] | d_loss: 0.3502 | g_loss: 5.5697
Epoch [   58/  100] | d_loss: 0.3683 | g_loss: 4.0225
Epoch [   58/  100] | d_loss: 0.3488 | g_loss: 5.7342
Epoch [   58/  100] | d_loss: 0.3402 | g_loss: 6.7489
Epoch [   58/  100] | d_loss: 0.3367 | g_loss: 5.3821
Epoch [   58/  100] | d_loss: 0.4185 | g_loss: 4.6618
Epoch [   58/  100] | d_loss: 0.3666 | g_loss: 5.6611
Epoch [   58/  100] | d_loss: 0.3655 | g_loss: 5.9271
Epoch [   58/  100] | d_loss: 0.4083 | g_loss: 4.6218
Epoch [   58/  100] | d_loss: 0.4359 | g_loss: 4.5711
Epoch [   58/  100] | d_loss: 0.3463 | g_loss: 5.6345
Epoch [   58/  100] | d_loss: 0.3504 | g_loss: 4.9294
Epoch [   58/  100] | d_loss: 0.3476 | g_loss: 6.5904
Epoch [   58/  100] | d_loss: 0.3601 | g_loss: 7.2015
Epoch [   58/  100] | d_loss: 0.3477 | g_loss: 5.2356
Epoch [   58/  100] | d_loss: 0.3384 | g_loss: 5.8608
Epoch [   58/  100] | d_loss: 0.3552 | g_loss: 5.7772
Epoch [   58/  100] | d_loss: 0.3448 | g_loss: 4.3556
Epoch [   59/  100] | d_loss: 0.5225 | g_loss: 7.5574
Epoch [   59/  100] | d_loss: 0.3466 | g_loss: 7.0601
Epoch [   59/  100] | d_loss: 0.3402 | g_loss: 6.9357
Epoch [   59/  100] | d_loss: 0.4603 | g_loss: 3.3955
Epoch [   59/  100] | d_loss: 0.3809 | g_loss: 4.4779
Epoch [   59/  100] | d_loss: 0.3370 | g_loss: 6.5912
Epoch [   59/  100] | d_loss: 0.3574 | g_loss: 4.5403
Epoch [   59/  100] | d_loss: 0.3821 | g_loss: 4.8008
Epoch [   59/  100] | d_loss: 0.3614 | g_loss: 6.0069
Epoch [   59/  100] | d_loss: 0.3965 | g_loss: 4.8567
Epoch [   59/  100] | d_loss: 0.3352 | g_loss: 6.5899
Epoch [   59/  100] | d_loss: 0.3482 | g_loss: 4.8375
Epoch [   59/  100] | d_loss: 0.3347 | g_loss: 6.4260
Epoch [   59/  100] | d_loss: 0.3436 | g_loss: 5.8642
Epoch [   59/  100] | d_loss: 0.3569 | g_loss: 6.1220
Epoch [   59/  100] | d_loss: 0.3660 | g_loss: 4.6351
Epoch [   59/  100] | d_loss: 0.3524 | g_loss: 5.8023
Epoch [   59/  100] | d_loss: 0.3375 | g_loss: 6.1635
Epoch [   59/  100] | d_loss: 0.3381 | g_loss: 6.4966
Epoch [   59/  100] | d_loss: 0.3495 | g_loss: 5.6337
Epoch [   59/  100] | d_loss: 0.3574 | g_loss: 7.5764
Epoch [   59/  100] | d_loss: 0.3465 | g_loss: 4.8295
Epoch [   59/  100] | d_loss: 0.3408 | g_loss: 4.7503
Epoch [   59/  100] | d_loss: 0.3601 | g_loss: 5.8108
Epoch [   59/  100] | d_loss: 0.3525 | g_loss: 5.9086
Epoch [   59/  100] | d_loss: 0.3650 | g_loss: 6.3294
Epoch [   59/  100] | d_loss: 0.3488 | g_loss: 6.5121
Epoch [   59/  100] | d_loss: 0.3734 | g_loss: 4.2234
Epoch [   59/  100] | d_loss: 0.3403 | g_loss: 5.7205
Epoch [   60/  100] | d_loss: 0.3638 | g_loss: 5.2929
Epoch [   60/  100] | d_loss: 0.3699 | g_loss: 4.5173
Epoch [   60/  100] | d_loss: 0.3399 | g_loss: 6.8700
Epoch [   60/  100] | d_loss: 0.3630 | g_loss: 5.2332
Epoch [   60/  100] | d_loss: 0.3589 | g_loss: 6.1834
Epoch [   60/  100] | d_loss: 0.3535 | g_loss: 5.2529
Epoch [   60/  100] | d_loss: 0.3576 | g_loss: 4.2717
Epoch [   60/  100] | d_loss: 0.3508 | g_loss: 6.3245
Epoch [   60/  100] | d_loss: 0.3390 | g_loss: 7.2351
Epoch [   60/  100] | d_loss: 0.3357 | g_loss: 6.0247
Epoch [   60/  100] | d_loss: 0.3420 | g_loss: 4.9184
Epoch [   60/  100] | d_loss: 0.3393 | g_loss: 6.1218
Epoch [   60/  100] | d_loss: 0.4089 | g_loss: 3.6716
Epoch [   60/  100] | d_loss: 0.3430 | g_loss: 6.4211
Epoch [   60/  100] | d_loss: 0.3566 | g_loss: 5.3774
Epoch [   60/  100] | d_loss: 0.3413 | g_loss: 6.4943
Epoch [   60/  100] | d_loss: 0.3469 | g_loss: 5.5634
Epoch [   60/  100] | d_loss: 0.3390 | g_loss: 7.1027
Epoch [   60/  100] | d_loss: 0.3490 | g_loss: 6.1412
Epoch [   60/  100] | d_loss: 0.3346 | g_loss: 6.4707
Epoch [   60/  100] | d_loss: 0.3587 | g_loss: 5.7086
Epoch [   60/  100] | d_loss: 0.3378 | g_loss: 5.3316
Epoch [   60/  100] | d_loss: 0.3410 | g_loss: 6.9673
Epoch [   60/  100] | d_loss: 0.3488 | g_loss: 5.6108
Epoch [   60/  100] | d_loss: 0.3340 | g_loss: 6.6551
Epoch [   60/  100] | d_loss: 0.3376 | g_loss: 5.7590
Epoch [   60/  100] | d_loss: 0.3623 | g_loss: 6.5548
Epoch [   60/  100] | d_loss: 0.3336 | g_loss: 6.3242
Epoch [   60/  100] | d_loss: 0.3485 | g_loss: 5.7808
Epoch [   61/  100] | d_loss: 0.5368 | g_loss: 4.8488
Epoch [   61/  100] | d_loss: 0.3484 | g_loss: 5.6132
Epoch [   61/  100] | d_loss: 0.3769 | g_loss: 4.8744
Epoch [   61/  100] | d_loss: 0.3446 | g_loss: 5.6785
Epoch [   61/  100] | d_loss: 0.3361 | g_loss: 6.2505
Epoch [   61/  100] | d_loss: 0.4276 | g_loss: 5.6760
Epoch [   61/  100] | d_loss: 0.3388 | g_loss: 6.4101
Epoch [   61/  100] | d_loss: 0.3450 | g_loss: 5.8795
Epoch [   61/  100] | d_loss: 0.3441 | g_loss: 5.6100
Epoch [   61/  100] | d_loss: 0.3421 | g_loss: 5.0640
Epoch [   61/  100] | d_loss: 0.3431 | g_loss: 6.3549
Epoch [   61/  100] | d_loss: 0.3801 | g_loss: 5.3098
Epoch [   61/  100] | d_loss: 0.3721 | g_loss: 5.7766
Epoch [   61/  100] | d_loss: 0.3393 | g_loss: 5.4621
Epoch [   61/  100] | d_loss: 0.3409 | g_loss: 6.3446
Epoch [   61/  100] | d_loss: 0.3449 | g_loss: 5.8536
Epoch [   61/  100] | d_loss: 0.3432 | g_loss: 5.9914
Epoch [   61/  100] | d_loss: 0.3470 | g_loss: 4.8156
Epoch [   61/  100] | d_loss: 0.3474 | g_loss: 5.3814
Epoch [   61/  100] | d_loss: 0.3421 | g_loss: 5.6402
Epoch [   61/  100] | d_loss: 0.3360 | g_loss: 6.1012
Epoch [   61/  100] | d_loss: 0.3354 | g_loss: 5.3779
Epoch [   61/  100] | d_loss: 0.3506 | g_loss: 6.6963
Epoch [   61/  100] | d_loss: 0.3442 | g_loss: 5.5370
Epoch [   61/  100] | d_loss: 0.3390 | g_loss: 6.4456
Epoch [   61/  100] | d_loss: 0.3393 | g_loss: 5.1889
Epoch [   61/  100] | d_loss: 0.3337 | g_loss: 6.4609
Epoch [   61/  100] | d_loss: 0.3370 | g_loss: 5.4203
Epoch [   61/  100] | d_loss: 0.3469 | g_loss: 5.1216
Epoch [   62/  100] | d_loss: 0.5554 | g_loss: 5.0454
Epoch [   62/  100] | d_loss: 0.3515 | g_loss: 5.3556
Epoch [   62/  100] | d_loss: 0.3388 | g_loss: 5.7657
Epoch [   62/  100] | d_loss: 0.3424 | g_loss: 4.9286
Epoch [   62/  100] | d_loss: 0.3565 | g_loss: 7.3754
Epoch [   62/  100] | d_loss: 0.3573 | g_loss: 8.2043
Epoch [   62/  100] | d_loss: 0.3561 | g_loss: 5.6821
Epoch [   62/  100] | d_loss: 0.3490 | g_loss: 5.6731
Epoch [   62/  100] | d_loss: 0.4410 | g_loss: 3.7824
Epoch [   62/  100] | d_loss: 0.3514 | g_loss: 6.0012
Epoch [   62/  100] | d_loss: 0.3419 | g_loss: 6.8240
Epoch [   62/  100] | d_loss: 0.3398 | g_loss: 5.3587
Epoch [   62/  100] | d_loss: 0.3540 | g_loss: 5.6101
Epoch [   62/  100] | d_loss: 0.3493 | g_loss: 5.0213
Epoch [   62/  100] | d_loss: 0.3379 | g_loss: 6.7252
Epoch [   62/  100] | d_loss: 0.3431 | g_loss: 6.2732
Epoch [   62/  100] | d_loss: 0.3615 | g_loss: 6.6236
Epoch [   62/  100] | d_loss: 0.3382 | g_loss: 7.1724
Epoch [   62/  100] | d_loss: 0.3968 | g_loss: 5.0201
Epoch [   62/  100] | d_loss: 0.3463 | g_loss: 6.9090
Epoch [   62/  100] | d_loss: 0.3480 | g_loss: 4.8908
Epoch [   62/  100] | d_loss: 0.3445 | g_loss: 6.0748
Epoch [   62/  100] | d_loss: 0.3487 | g_loss: 5.8372
Epoch [   62/  100] | d_loss: 0.3420 | g_loss: 6.1008
Epoch [   62/  100] | d_loss: 0.3647 | g_loss: 5.6435
Epoch [   62/  100] | d_loss: 0.3606 | g_loss: 6.7123
Epoch [   62/  100] | d_loss: 0.3482 | g_loss: 7.7717
Epoch [   62/  100] | d_loss: 0.3519 | g_loss: 5.2032
Epoch [   62/  100] | d_loss: 0.3467 | g_loss: 5.7578
Epoch [   63/  100] | d_loss: 1.5862 | g_loss: 7.3761
Epoch [   63/  100] | d_loss: 0.3810 | g_loss: 5.7278
Epoch [   63/  100] | d_loss: 0.3555 | g_loss: 6.0816
Epoch [   63/  100] | d_loss: 0.3445 | g_loss: 6.4304
Epoch [   63/  100] | d_loss: 0.3421 | g_loss: 5.6523
Epoch [   63/  100] | d_loss: 0.4117 | g_loss: 6.3445
Epoch [   63/  100] | d_loss: 0.3564 | g_loss: 5.4313
Epoch [   63/  100] | d_loss: 0.3399 | g_loss: 6.0869
Epoch [   63/  100] | d_loss: 0.3498 | g_loss: 6.3583
Epoch [   63/  100] | d_loss: 0.3459 | g_loss: 4.6256
Epoch [   63/  100] | d_loss: 0.3496 | g_loss: 5.2951
Epoch [   63/  100] | d_loss: 0.3442 | g_loss: 5.4534
Epoch [   63/  100] | d_loss: 0.3459 | g_loss: 5.1197
Epoch [   63/  100] | d_loss: 0.3415 | g_loss: 6.0569
Epoch [   63/  100] | d_loss: 0.3368 | g_loss: 6.1284
Epoch [   63/  100] | d_loss: 0.4157 | g_loss: 7.7093
Epoch [   63/  100] | d_loss: 0.3429 | g_loss: 4.8984
Epoch [   63/  100] | d_loss: 0.3457 | g_loss: 5.5532
Epoch [   63/  100] | d_loss: 0.3437 | g_loss: 6.4013
Epoch [   63/  100] | d_loss: 0.3436 | g_loss: 5.0478
Epoch [   63/  100] | d_loss: 0.3412 | g_loss: 7.2786
Epoch [   63/  100] | d_loss: 0.3404 | g_loss: 5.0964
Epoch [   63/  100] | d_loss: 0.3642 | g_loss: 5.4999
Epoch [   63/  100] | d_loss: 0.3529 | g_loss: 5.8134
Epoch [   63/  100] | d_loss: 0.3449 | g_loss: 6.2107
Epoch [   63/  100] | d_loss: 0.3615 | g_loss: 8.3896
Epoch [   63/  100] | d_loss: 0.3583 | g_loss: 5.8588
Epoch [   63/  100] | d_loss: 0.3427 | g_loss: 6.7780
Epoch [   63/  100] | d_loss: 0.4023 | g_loss: 4.9473
Epoch [   64/  100] | d_loss: 1.3103 | g_loss: 5.3676
Epoch [   64/  100] | d_loss: 0.3590 | g_loss: 6.1708
Epoch [   64/  100] | d_loss: 0.3427 | g_loss: 5.5653
Epoch [   64/  100] | d_loss: 0.3482 | g_loss: 5.7868
Epoch [   64/  100] | d_loss: 0.3527 | g_loss: 5.3381
Epoch [   64/  100] | d_loss: 0.3432 | g_loss: 5.9526
Epoch [   64/  100] | d_loss: 0.3715 | g_loss: 3.6013
Epoch [   64/  100] | d_loss: 0.3518 | g_loss: 5.4399
Epoch [   64/  100] | d_loss: 0.3787 | g_loss: 4.1210
Epoch [   64/  100] | d_loss: 0.3779 | g_loss: 4.5521
Epoch [   64/  100] | d_loss: 0.3633 | g_loss: 6.4390
Epoch [   64/  100] | d_loss: 0.3496 | g_loss: 5.9975
Epoch [   64/  100] | d_loss: 0.3444 | g_loss: 5.7575
Epoch [   64/  100] | d_loss: 0.3465 | g_loss: 6.5800
Epoch [   64/  100] | d_loss: 0.4554 | g_loss: 5.4485
Epoch [   64/  100] | d_loss: 0.3649 | g_loss: 4.4917
Epoch [   64/  100] | d_loss: 0.3871 | g_loss: 4.8756
Epoch [   64/  100] | d_loss: 0.3569 | g_loss: 4.4984
Epoch [   64/  100] | d_loss: 0.3668 | g_loss: 5.5620
Epoch [   64/  100] | d_loss: 0.3599 | g_loss: 5.5512
Epoch [   64/  100] | d_loss: 0.3440 | g_loss: 5.0527
Epoch [   64/  100] | d_loss: 0.3426 | g_loss: 5.5388
Epoch [   64/  100] | d_loss: 0.3390 | g_loss: 6.8363
Epoch [   64/  100] | d_loss: 0.3465 | g_loss: 5.6742
Epoch [   64/  100] | d_loss: 0.3432 | g_loss: 5.2947
Epoch [   64/  100] | d_loss: 0.3419 | g_loss: 6.3166
Epoch [   64/  100] | d_loss: 0.3371 | g_loss: 5.5553
Epoch [   64/  100] | d_loss: 0.3462 | g_loss: 6.3023
Epoch [   64/  100] | d_loss: 0.3375 | g_loss: 6.8910
Epoch [   65/  100] | d_loss: 0.6430 | g_loss: 4.2201
Epoch [   65/  100] | d_loss: 0.3562 | g_loss: 5.8926
Epoch [   65/  100] | d_loss: 0.3396 | g_loss: 6.9866
Epoch [   65/  100] | d_loss: 0.3443 | g_loss: 5.8294
Epoch [   65/  100] | d_loss: 0.3649 | g_loss: 4.1372
Epoch [   65/  100] | d_loss: 0.3436 | g_loss: 5.6161
Epoch [   65/  100] | d_loss: 0.3387 | g_loss: 5.5655
Epoch [   65/  100] | d_loss: 0.3653 | g_loss: 5.3988
Epoch [   65/  100] | d_loss: 0.3440 | g_loss: 5.6956
Epoch [   65/  100] | d_loss: 0.3523 | g_loss: 7.2317
Epoch [   65/  100] | d_loss: 0.3444 | g_loss: 5.1588
Epoch [   65/  100] | d_loss: 0.3437 | g_loss: 6.4679
Epoch [   65/  100] | d_loss: 0.3402 | g_loss: 6.4600
Epoch [   65/  100] | d_loss: 0.3541 | g_loss: 5.5297
Epoch [   65/  100] | d_loss: 0.3533 | g_loss: 6.0541
Epoch [   65/  100] | d_loss: 0.3403 | g_loss: 5.0231
Epoch [   65/  100] | d_loss: 0.3404 | g_loss: 5.5977
Epoch [   65/  100] | d_loss: 0.3518 | g_loss: 5.5252
Epoch [   65/  100] | d_loss: 0.3368 | g_loss: 6.1624
Epoch [   65/  100] | d_loss: 0.3900 | g_loss: 5.4242
Epoch [   65/  100] | d_loss: 0.3381 | g_loss: 6.7579
Epoch [   65/  100] | d_loss: 0.3361 | g_loss: 5.6271
Epoch [   65/  100] | d_loss: 0.3950 | g_loss: 4.7399
Epoch [   65/  100] | d_loss: 0.3438 | g_loss: 6.3923
Epoch [   65/  100] | d_loss: 0.4050 | g_loss: 4.2693
Epoch [   65/  100] | d_loss: 0.3453 | g_loss: 5.5646
Epoch [   65/  100] | d_loss: 0.3433 | g_loss: 5.4003
Epoch [   65/  100] | d_loss: 0.3761 | g_loss: 4.9132
Epoch [   65/  100] | d_loss: 0.3555 | g_loss: 5.8162
Epoch [   66/  100] | d_loss: 0.7744 | g_loss: 7.1154
Epoch [   66/  100] | d_loss: 0.3466 | g_loss: 5.6919
Epoch [   66/  100] | d_loss: 0.3366 | g_loss: 6.3336
Epoch [   66/  100] | d_loss: 0.3493 | g_loss: 5.3770
Epoch [   66/  100] | d_loss: 0.3597 | g_loss: 5.4482
Epoch [   66/  100] | d_loss: 0.3347 | g_loss: 7.5023
Epoch [   66/  100] | d_loss: 0.3438 | g_loss: 5.8585
Epoch [   66/  100] | d_loss: 0.3701 | g_loss: 5.8368
Epoch [   66/  100] | d_loss: 0.3381 | g_loss: 5.1360
Epoch [   66/  100] | d_loss: 0.3558 | g_loss: 7.1998
Epoch [   66/  100] | d_loss: 0.3391 | g_loss: 6.2912
Epoch [   66/  100] | d_loss: 0.3395 | g_loss: 6.0621
Epoch [   66/  100] | d_loss: 0.3392 | g_loss: 6.8685
Epoch [   66/  100] | d_loss: 0.3465 | g_loss: 5.9336
Epoch [   66/  100] | d_loss: 0.3432 | g_loss: 7.1208
Epoch [   66/  100] | d_loss: 0.3598 | g_loss: 5.2467
Epoch [   66/  100] | d_loss: 0.3351 | g_loss: 6.0848
Epoch [   66/  100] | d_loss: 0.3365 | g_loss: 5.7004
Epoch [   66/  100] | d_loss: 0.3360 | g_loss: 5.9720
Epoch [   66/  100] | d_loss: 0.3451 | g_loss: 6.6765
Epoch [   66/  100] | d_loss: 0.4249 | g_loss: 4.9349
Epoch [   66/  100] | d_loss: 0.3555 | g_loss: 5.6308
Epoch [   66/  100] | d_loss: 0.3420 | g_loss: 5.4228
Epoch [   66/  100] | d_loss: 0.3611 | g_loss: 6.5215
Epoch [   66/  100] | d_loss: 0.3358 | g_loss: 6.0438
Epoch [   66/  100] | d_loss: 0.3610 | g_loss: 7.7586
Epoch [   66/  100] | d_loss: 0.3355 | g_loss: 6.7146
Epoch [   66/  100] | d_loss: 0.3454 | g_loss: 5.6299
Epoch [   66/  100] | d_loss: 0.3836 | g_loss: 4.6409
Epoch [   67/  100] | d_loss: 1.1585 | g_loss: 5.6970
Epoch [   67/  100] | d_loss: 0.3628 | g_loss: 4.9878
Epoch [   67/  100] | d_loss: 0.3589 | g_loss: 4.2066
Epoch [   67/  100] | d_loss: 0.3614 | g_loss: 5.1624
Epoch [   67/  100] | d_loss: 0.3482 | g_loss: 5.2340
Epoch [   67/  100] | d_loss: 0.3712 | g_loss: 4.6410
Epoch [   67/  100] | d_loss: 0.3539 | g_loss: 4.5099
Epoch [   67/  100] | d_loss: 0.3564 | g_loss: 5.2734
Epoch [   67/  100] | d_loss: 0.3454 | g_loss: 4.6620
Epoch [   67/  100] | d_loss: 0.3741 | g_loss: 4.7235
Epoch [   67/  100] | d_loss: 0.3421 | g_loss: 5.8369
Epoch [   67/  100] | d_loss: 0.3447 | g_loss: 4.8412
Epoch [   67/  100] | d_loss: 0.3605 | g_loss: 6.5256
Epoch [   67/  100] | d_loss: 0.3438 | g_loss: 5.4416
Epoch [   67/  100] | d_loss: 0.3573 | g_loss: 5.1580
Epoch [   67/  100] | d_loss: 0.3406 | g_loss: 5.7098
Epoch [   67/  100] | d_loss: 0.3676 | g_loss: 5.5661
Epoch [   67/  100] | d_loss: 0.3493 | g_loss: 5.3355
Epoch [   67/  100] | d_loss: 0.3483 | g_loss: 5.9314
Epoch [   67/  100] | d_loss: 0.4144 | g_loss: 4.6540
Epoch [   67/  100] | d_loss: 0.3559 | g_loss: 4.9902
Epoch [   67/  100] | d_loss: 0.3469 | g_loss: 6.3729
Epoch [   67/  100] | d_loss: 0.3411 | g_loss: 5.7382
Epoch [   67/  100] | d_loss: 0.3635 | g_loss: 5.5724
Epoch [   67/  100] | d_loss: 0.3901 | g_loss: 7.1436
Epoch [   67/  100] | d_loss: 0.3577 | g_loss: 6.3153
Epoch [   67/  100] | d_loss: 0.3424 | g_loss: 5.5086
Epoch [   67/  100] | d_loss: 0.3377 | g_loss: 6.6666
Epoch [   67/  100] | d_loss: 0.3499 | g_loss: 5.1936
Epoch [   68/  100] | d_loss: 0.6581 | g_loss: 5.7416
Epoch [   68/  100] | d_loss: 0.3834 | g_loss: 4.5095
Epoch [   68/  100] | d_loss: 0.3404 | g_loss: 6.2146
Epoch [   68/  100] | d_loss: 0.3564 | g_loss: 7.2192
Epoch [   68/  100] | d_loss: 0.3501 | g_loss: 5.5346
Epoch [   68/  100] | d_loss: 0.3621 | g_loss: 5.7171
Epoch [   68/  100] | d_loss: 0.3469 | g_loss: 5.3799
Epoch [   68/  100] | d_loss: 0.3891 | g_loss: 5.3462
Epoch [   68/  100] | d_loss: 0.3489 | g_loss: 4.8601
Epoch [   68/  100] | d_loss: 0.3437 | g_loss: 6.3348
Epoch [   68/  100] | d_loss: 0.3409 | g_loss: 5.8715
Epoch [   68/  100] | d_loss: 0.3453 | g_loss: 5.3936
Epoch [   68/  100] | d_loss: 0.3464 | g_loss: 5.3718
Epoch [   68/  100] | d_loss: 0.3366 | g_loss: 6.2381
Epoch [   68/  100] | d_loss: 0.3371 | g_loss: 6.0537
Epoch [   68/  100] | d_loss: 0.4524 | g_loss: 3.7516
Epoch [   68/  100] | d_loss: 0.3522 | g_loss: 5.0320
Epoch [   68/  100] | d_loss: 0.3477 | g_loss: 5.3234
Epoch [   68/  100] | d_loss: 0.3734 | g_loss: 5.8485
Epoch [   68/  100] | d_loss: 0.3484 | g_loss: 6.2852
Epoch [   68/  100] | d_loss: 0.3373 | g_loss: 5.7050
Epoch [   68/  100] | d_loss: 0.3404 | g_loss: 4.9122
Epoch [   68/  100] | d_loss: 0.4046 | g_loss: 4.0738
Epoch [   68/  100] | d_loss: 0.3434 | g_loss: 5.2797
Epoch [   68/  100] | d_loss: 0.3565 | g_loss: 5.8791
Epoch [   68/  100] | d_loss: 0.3341 | g_loss: 8.1118
Epoch [   68/  100] | d_loss: 0.3335 | g_loss: 5.0988
Epoch [   68/  100] | d_loss: 0.3634 | g_loss: 4.8770
Epoch [   68/  100] | d_loss: 0.3667 | g_loss: 6.8320
Epoch [   69/  100] | d_loss: 0.3843 | g_loss: 4.9119
Epoch [   69/  100] | d_loss: 0.3512 | g_loss: 5.7591
Epoch [   69/  100] | d_loss: 0.3442 | g_loss: 5.5171
Epoch [   69/  100] | d_loss: 0.3773 | g_loss: 6.0173
Epoch [   69/  100] | d_loss: 0.3404 | g_loss: 5.8181
Epoch [   69/  100] | d_loss: 0.3568 | g_loss: 5.7045
Epoch [   69/  100] | d_loss: 0.4189 | g_loss: 5.0758
Epoch [   69/  100] | d_loss: 0.3400 | g_loss: 7.1569
Epoch [   69/  100] | d_loss: 0.3790 | g_loss: 5.4915
Epoch [   69/  100] | d_loss: 0.3392 | g_loss: 7.5084
Epoch [   69/  100] | d_loss: 0.3645 | g_loss: 4.8682
Epoch [   69/  100] | d_loss: 0.3436 | g_loss: 6.1320
Epoch [   69/  100] | d_loss: 0.3503 | g_loss: 4.9123
Epoch [   69/  100] | d_loss: 0.3468 | g_loss: 6.0217
Epoch [   69/  100] | d_loss: 0.3543 | g_loss: 4.6723
Epoch [   69/  100] | d_loss: 0.3512 | g_loss: 5.5697
Epoch [   69/  100] | d_loss: 0.4268 | g_loss: 5.0487
Epoch [   69/  100] | d_loss: 0.3359 | g_loss: 6.1494
Epoch [   69/  100] | d_loss: 0.3578 | g_loss: 7.9722
Epoch [   69/  100] | d_loss: 0.3484 | g_loss: 5.9011
Epoch [   69/  100] | d_loss: 0.3394 | g_loss: 5.6081
Epoch [   69/  100] | d_loss: 0.3449 | g_loss: 5.5490
Epoch [   69/  100] | d_loss: 0.3355 | g_loss: 6.2257
Epoch [   69/  100] | d_loss: 0.3406 | g_loss: 7.0471
Epoch [   69/  100] | d_loss: 0.3381 | g_loss: 5.7085
Epoch [   69/  100] | d_loss: 0.3641 | g_loss: 5.9271
Epoch [   69/  100] | d_loss: 0.3356 | g_loss: 6.2256
Epoch [   69/  100] | d_loss: 0.3576 | g_loss: 6.4803
Epoch [   69/  100] | d_loss: 0.3370 | g_loss: 4.7634
Epoch [   70/  100] | d_loss: 0.5654 | g_loss: 4.3734
Epoch [   70/  100] | d_loss: 0.3503 | g_loss: 5.4846
Epoch [   70/  100] | d_loss: 0.3492 | g_loss: 7.8857
Epoch [   70/  100] | d_loss: 0.3413 | g_loss: 5.8139
Epoch [   70/  100] | d_loss: 0.3376 | g_loss: 5.3606
Epoch [   70/  100] | d_loss: 0.3367 | g_loss: 5.9209
Epoch [   70/  100] | d_loss: 0.3464 | g_loss: 5.6771
Epoch [   70/  100] | d_loss: 0.3359 | g_loss: 7.6146
Epoch [   70/  100] | d_loss: 0.3445 | g_loss: 4.6660
Epoch [   70/  100] | d_loss: 0.3627 | g_loss: 6.4027
Epoch [   70/  100] | d_loss: 0.3355 | g_loss: 5.6564
Epoch [   70/  100] | d_loss: 0.3373 | g_loss: 6.6096
Epoch [   70/  100] | d_loss: 0.3407 | g_loss: 5.9363
Epoch [   70/  100] | d_loss: 0.3427 | g_loss: 6.8627
Epoch [   70/  100] | d_loss: 0.3442 | g_loss: 5.0617
Epoch [   70/  100] | d_loss: 0.3626 | g_loss: 5.7921
Epoch [   70/  100] | d_loss: 0.3425 | g_loss: 5.7481
Epoch [   70/  100] | d_loss: 0.3448 | g_loss: 6.3453
Epoch [   70/  100] | d_loss: 0.3405 | g_loss: 5.6937
Epoch [   70/  100] | d_loss: 0.3413 | g_loss: 6.3516
Epoch [   70/  100] | d_loss: 0.3356 | g_loss: 5.8733
Epoch [   70/  100] | d_loss: 0.3799 | g_loss: 7.3762
Epoch [   70/  100] | d_loss: 0.3480 | g_loss: 4.4255
Epoch [   70/  100] | d_loss: 0.3394 | g_loss: 5.2809
Epoch [   70/  100] | d_loss: 0.3368 | g_loss: 5.5182
Epoch [   70/  100] | d_loss: 0.3465 | g_loss: 4.6524
Epoch [   70/  100] | d_loss: 0.3385 | g_loss: 6.5525
Epoch [   70/  100] | d_loss: 0.3408 | g_loss: 6.8657
Epoch [   70/  100] | d_loss: 0.7459 | g_loss: 2.0119
Epoch [   71/  100] | d_loss: 0.4774 | g_loss: 3.3230
Epoch [   71/  100] | d_loss: 0.3426 | g_loss: 6.0945
Epoch [   71/  100] | d_loss: 0.3386 | g_loss: 5.6699
Epoch [   71/  100] | d_loss: 0.3538 | g_loss: 5.7965
Epoch [   71/  100] | d_loss: 0.3506 | g_loss: 6.4561
Epoch [   71/  100] | d_loss: 0.3386 | g_loss: 5.8707
Epoch [   71/  100] | d_loss: 0.3365 | g_loss: 5.9058
Epoch [   71/  100] | d_loss: 0.3731 | g_loss: 6.8110
Epoch [   71/  100] | d_loss: 0.3371 | g_loss: 2.9873
Epoch [   71/  100] | d_loss: 0.3340 | g_loss: 6.2111
Epoch [   71/  100] | d_loss: 0.3428 | g_loss: 5.5430
Epoch [   71/  100] | d_loss: 0.3447 | g_loss: 6.2035
Epoch [   71/  100] | d_loss: 0.3449 | g_loss: 6.1202
Epoch [   71/  100] | d_loss: 0.3512 | g_loss: 5.2705
Epoch [   71/  100] | d_loss: 0.3544 | g_loss: 5.6904
Epoch [   71/  100] | d_loss: 0.3553 | g_loss: 5.6163
Epoch [   71/  100] | d_loss: 0.3485 | g_loss: 6.2161
Epoch [   71/  100] | d_loss: 0.3698 | g_loss: 6.3305
Epoch [   71/  100] | d_loss: 0.3645 | g_loss: 6.2256
Epoch [   71/  100] | d_loss: 0.3790 | g_loss: 5.9587
Epoch [   71/  100] | d_loss: 0.3409 | g_loss: 6.0218
Epoch [   71/  100] | d_loss: 0.3369 | g_loss: 6.7135
Epoch [   71/  100] | d_loss: 0.3518 | g_loss: 5.0802
Epoch [   71/  100] | d_loss: 0.3383 | g_loss: 6.3484
Epoch [   71/  100] | d_loss: 0.3366 | g_loss: 6.6796
Epoch [   71/  100] | d_loss: 0.3498 | g_loss: 6.4702
Epoch [   71/  100] | d_loss: 0.3683 | g_loss: 4.5265
Epoch [   71/  100] | d_loss: 0.3423 | g_loss: 6.3165
Epoch [   71/  100] | d_loss: 0.3376 | g_loss: 5.2771
Epoch [   72/  100] | d_loss: 0.4007 | g_loss: 3.9245
Epoch [   72/  100] | d_loss: 0.3413 | g_loss: 6.3970
Epoch [   72/  100] | d_loss: 0.3485 | g_loss: 6.0370
Epoch [   72/  100] | d_loss: 0.3647 | g_loss: 6.3447
Epoch [   72/  100] | d_loss: 0.3489 | g_loss: 5.7959
Epoch [   72/  100] | d_loss: 0.3395 | g_loss: 7.3531
Epoch [   72/  100] | d_loss: 0.3809 | g_loss: 5.8691
Epoch [   72/  100] | d_loss: 0.3381 | g_loss: 5.9429
Epoch [   72/  100] | d_loss: 0.3554 | g_loss: 4.4693
Epoch [   72/  100] | d_loss: 0.3367 | g_loss: 6.2411
Epoch [   72/  100] | d_loss: 0.3355 | g_loss: 7.1464
Epoch [   72/  100] | d_loss: 0.3338 | g_loss: 5.6709
Epoch [   72/  100] | d_loss: 0.3370 | g_loss: 6.5634
Epoch [   72/  100] | d_loss: 0.3423 | g_loss: 5.3198
Epoch [   72/  100] | d_loss: 0.3593 | g_loss: 6.0354
Epoch [   72/  100] | d_loss: 0.3414 | g_loss: 6.7268
Epoch [   72/  100] | d_loss: 0.3464 | g_loss: 5.2449
Epoch [   72/  100] | d_loss: 0.3390 | g_loss: 5.9225
Epoch [   72/  100] | d_loss: 0.3402 | g_loss: 7.1794
Epoch [   72/  100] | d_loss: 0.3386 | g_loss: 6.5336
Epoch [   72/  100] | d_loss: 0.3621 | g_loss: 6.2332
Epoch [   72/  100] | d_loss: 0.3457 | g_loss: 7.0171
Epoch [   72/  100] | d_loss: 0.3435 | g_loss: 4.3592
Epoch [   72/  100] | d_loss: 0.3512 | g_loss: 5.7262
Epoch [   72/  100] | d_loss: 0.3507 | g_loss: 5.5095
Epoch [   72/  100] | d_loss: 0.3370 | g_loss: 7.1738
Epoch [   72/  100] | d_loss: 0.3441 | g_loss: 5.3550
Epoch [   72/  100] | d_loss: 0.3367 | g_loss: 6.3040
Epoch [   72/  100] | d_loss: 0.3456 | g_loss: 5.7256
Epoch [   73/  100] | d_loss: 0.4898 | g_loss: 4.9839
Epoch [   73/  100] | d_loss: 0.3388 | g_loss: 6.1882
Epoch [   73/  100] | d_loss: 0.3473 | g_loss: 4.9826
Epoch [   73/  100] | d_loss: 0.3373 | g_loss: 6.5910
Epoch [   73/  100] | d_loss: 0.3525 | g_loss: 5.8945
Epoch [   73/  100] | d_loss: 0.3367 | g_loss: 5.5656
Epoch [   73/  100] | d_loss: 0.3565 | g_loss: 5.4337
Epoch [   73/  100] | d_loss: 0.3583 | g_loss: 6.9148
Epoch [   73/  100] | d_loss: 0.3375 | g_loss: 5.6574
Epoch [   73/  100] | d_loss: 0.3378 | g_loss: 6.9811
Epoch [   73/  100] | d_loss: 0.3355 | g_loss: 6.6055
Epoch [   73/  100] | d_loss: 0.3507 | g_loss: 5.7926
Epoch [   73/  100] | d_loss: 0.3434 | g_loss: 7.6330
Epoch [   73/  100] | d_loss: 0.3981 | g_loss: 5.7767
Epoch [   73/  100] | d_loss: 0.3354 | g_loss: 6.1823
Epoch [   73/  100] | d_loss: 0.4019 | g_loss: 4.3360
Epoch [   73/  100] | d_loss: 0.3445 | g_loss: 5.5396
Epoch [   73/  100] | d_loss: 0.3376 | g_loss: 4.6221
Epoch [   73/  100] | d_loss: 0.3378 | g_loss: 5.7927
Epoch [   73/  100] | d_loss: 0.3393 | g_loss: 6.0892
Epoch [   73/  100] | d_loss: 0.3496 | g_loss: 6.5527
Epoch [   73/  100] | d_loss: 0.3378 | g_loss: 5.9906
Epoch [   73/  100] | d_loss: 0.3365 | g_loss: 7.9203
Epoch [   73/  100] | d_loss: 0.3346 | g_loss: 7.5076
Epoch [   73/  100] | d_loss: 0.3383 | g_loss: 6.8579
Epoch [   73/  100] | d_loss: 0.3354 | g_loss: 7.7085
Epoch [   73/  100] | d_loss: 0.3333 | g_loss: 6.0339
Epoch [   73/  100] | d_loss: 0.3316 | g_loss: 6.4845
Epoch [   73/  100] | d_loss: 0.3412 | g_loss: 5.4895
Epoch [   74/  100] | d_loss: 0.4010 | g_loss: 4.5770
Epoch [   74/  100] | d_loss: 0.3409 | g_loss: 6.0981
Epoch [   74/  100] | d_loss: 0.3373 | g_loss: 6.8480
Epoch [   74/  100] | d_loss: 0.3375 | g_loss: 6.2754
Epoch [   74/  100] | d_loss: 0.3703 | g_loss: 5.9898
Epoch [   74/  100] | d_loss: 0.3347 | g_loss: 6.1165
Epoch [   74/  100] | d_loss: 0.3392 | g_loss: 5.6574
Epoch [   74/  100] | d_loss: 0.3379 | g_loss: 5.6352
Epoch [   74/  100] | d_loss: 0.3367 | g_loss: 6.1046
Epoch [   74/  100] | d_loss: 0.3425 | g_loss: 5.3630
Epoch [   74/  100] | d_loss: 0.3420 | g_loss: 5.1094
Epoch [   74/  100] | d_loss: 0.3358 | g_loss: 7.0053
Epoch [   74/  100] | d_loss: 0.3409 | g_loss: 8.1714
Epoch [   74/  100] | d_loss: 0.3389 | g_loss: 6.2686
Epoch [   74/  100] | d_loss: 0.3377 | g_loss: 6.2726
Epoch [   74/  100] | d_loss: 0.3445 | g_loss: 6.0197
Epoch [   74/  100] | d_loss: 0.3347 | g_loss: 6.6780
Epoch [   74/  100] | d_loss: 0.3348 | g_loss: 7.4601
Epoch [   74/  100] | d_loss: 0.3423 | g_loss: 7.0623
Epoch [   74/  100] | d_loss: 0.3341 | g_loss: 6.8860
Epoch [   74/  100] | d_loss: 0.4042 | g_loss: 4.9650
Epoch [   74/  100] | d_loss: 0.3400 | g_loss: 6.3802
Epoch [   74/  100] | d_loss: 0.3569 | g_loss: 6.1305
Epoch [   74/  100] | d_loss: 0.3354 | g_loss: 6.7167
Epoch [   74/  100] | d_loss: 0.3746 | g_loss: 5.3968
Epoch [   74/  100] | d_loss: 0.3557 | g_loss: 5.6952
Epoch [   74/  100] | d_loss: 0.3385 | g_loss: 6.1554
Epoch [   74/  100] | d_loss: 0.3489 | g_loss: 6.4196
Epoch [   74/  100] | d_loss: 0.3465 | g_loss: 6.0240
Epoch [   75/  100] | d_loss: 0.4429 | g_loss: 3.6693
Epoch [   75/  100] | d_loss: 0.3374 | g_loss: 5.8331
Epoch [   75/  100] | d_loss: 0.3420 | g_loss: 5.3547
Epoch [   75/  100] | d_loss: 0.3354 | g_loss: 6.5255
Epoch [   75/  100] | d_loss: 0.3436 | g_loss: 6.3196
Epoch [   75/  100] | d_loss: 0.3370 | g_loss: 7.3454
Epoch [   75/  100] | d_loss: 0.3335 | g_loss: 6.6367
Epoch [   75/  100] | d_loss: 0.3506 | g_loss: 5.6437
Epoch [   75/  100] | d_loss: 0.3389 | g_loss: 6.4077
Epoch [   75/  100] | d_loss: 0.3481 | g_loss: 5.6390
Epoch [   75/  100] | d_loss: 0.3396 | g_loss: 5.4067
Epoch [   75/  100] | d_loss: 0.3487 | g_loss: 5.4666
Epoch [   75/  100] | d_loss: 0.3689 | g_loss: 5.4340
Epoch [   75/  100] | d_loss: 0.3419 | g_loss: 5.7934
Epoch [   75/  100] | d_loss: 0.3461 | g_loss: 6.0980
Epoch [   75/  100] | d_loss: 0.3384 | g_loss: 5.5930
Epoch [   75/  100] | d_loss: 0.3598 | g_loss: 5.4862
Epoch [   75/  100] | d_loss: 0.3596 | g_loss: 6.5908
Epoch [   75/  100] | d_loss: 0.3413 | g_loss: 6.1767
Epoch [   75/  100] | d_loss: 0.3455 | g_loss: 5.1235
Epoch [   75/  100] | d_loss: 0.3372 | g_loss: 5.8377
Epoch [   75/  100] | d_loss: 0.3444 | g_loss: 7.0604
Epoch [   75/  100] | d_loss: 0.3372 | g_loss: 4.0838
Epoch [   75/  100] | d_loss: 0.3343 | g_loss: 8.6326
Epoch [   75/  100] | d_loss: 0.3950 | g_loss: 4.8054
Epoch [   75/  100] | d_loss: 0.3483 | g_loss: 6.7506
Epoch [   75/  100] | d_loss: 0.3322 | g_loss: 6.6319
Epoch [   75/  100] | d_loss: 0.3442 | g_loss: 6.6014
Epoch [   75/  100] | d_loss: 0.3978 | g_loss: 4.6622
Epoch [   76/  100] | d_loss: 0.5705 | g_loss: 3.2156
Epoch [   76/  100] | d_loss: 0.3548 | g_loss: 5.0695
Epoch [   76/  100] | d_loss: 0.3456 | g_loss: 5.3310
Epoch [   76/  100] | d_loss: 0.3358 | g_loss: 6.6576
Epoch [   76/  100] | d_loss: 0.5317 | g_loss: 3.9484
Epoch [   76/  100] | d_loss: 0.3503 | g_loss: 5.8074
Epoch [   76/  100] | d_loss: 0.3522 | g_loss: 4.9707
Epoch [   76/  100] | d_loss: 0.3461 | g_loss: 5.7021
Epoch [   76/  100] | d_loss: 0.3423 | g_loss: 4.8127
Epoch [   76/  100] | d_loss: 0.3386 | g_loss: 5.5644
Epoch [   76/  100] | d_loss: 0.3446 | g_loss: 5.1531
Epoch [   76/  100] | d_loss: 0.3468 | g_loss: 4.3771
Epoch [   76/  100] | d_loss: 0.3456 | g_loss: 6.4991
Epoch [   76/  100] | d_loss: 0.3465 | g_loss: 5.7510
Epoch [   76/  100] | d_loss: 0.3534 | g_loss: 5.1317
Epoch [   76/  100] | d_loss: 0.3739 | g_loss: 5.3542
Epoch [   76/  100] | d_loss: 0.3752 | g_loss: 4.6299
Epoch [   76/  100] | d_loss: 0.3439 | g_loss: 6.1867
Epoch [   76/  100] | d_loss: 0.3432 | g_loss: 6.1011
Epoch [   76/  100] | d_loss: 0.3348 | g_loss: 7.9152
Epoch [   76/  100] | d_loss: 0.3364 | g_loss: 6.0539
Epoch [   76/  100] | d_loss: 0.3398 | g_loss: 6.6042
Epoch [   76/  100] | d_loss: 0.3363 | g_loss: 6.2053
Epoch [   76/  100] | d_loss: 0.3748 | g_loss: 5.2461
Epoch [   76/  100] | d_loss: 0.3334 | g_loss: 6.0651
Epoch [   76/  100] | d_loss: 0.3321 | g_loss: 6.0786
Epoch [   76/  100] | d_loss: 0.3381 | g_loss: 6.2527
Epoch [   76/  100] | d_loss: 0.3434 | g_loss: 5.8558
Epoch [   76/  100] | d_loss: 0.3373 | g_loss: 5.7963
Epoch [   77/  100] | d_loss: 0.4723 | g_loss: 3.9521
Epoch [   77/  100] | d_loss: 0.3368 | g_loss: 5.4421
Epoch [   77/  100] | d_loss: 0.3392 | g_loss: 5.0597
Epoch [   77/  100] | d_loss: 0.3405 | g_loss: 6.2440
Epoch [   77/  100] | d_loss: 0.3483 | g_loss: 5.7007
Epoch [   77/  100] | d_loss: 0.3399 | g_loss: 5.9446
Epoch [   77/  100] | d_loss: 0.3506 | g_loss: 5.6056
Epoch [   77/  100] | d_loss: 0.3803 | g_loss: 5.6446
Epoch [   77/  100] | d_loss: 0.3350 | g_loss: 5.6685
Epoch [   77/  100] | d_loss: 0.3355 | g_loss: 6.8738
Epoch [   77/  100] | d_loss: 0.3477 | g_loss: 6.1764
Epoch [   77/  100] | d_loss: 0.3401 | g_loss: 7.9350
Epoch [   77/  100] | d_loss: 0.3439 | g_loss: 5.8865
Epoch [   77/  100] | d_loss: 0.3607 | g_loss: 6.5528
Epoch [   77/  100] | d_loss: 0.3327 | g_loss: 5.1742
Epoch [   77/  100] | d_loss: 0.3434 | g_loss: 6.3755
Epoch [   77/  100] | d_loss: 0.3483 | g_loss: 6.7338
Epoch [   77/  100] | d_loss: 0.3337 | g_loss: 6.3027
Epoch [   77/  100] | d_loss: 0.3363 | g_loss: 6.6948
Epoch [   77/  100] | d_loss: 0.3388 | g_loss: 6.6989
Epoch [   77/  100] | d_loss: 0.3370 | g_loss: 6.0832
Epoch [   77/  100] | d_loss: 0.3385 | g_loss: 5.2490
Epoch [   77/  100] | d_loss: 0.3315 | g_loss: 7.1008
Epoch [   77/  100] | d_loss: 0.3369 | g_loss: 6.3326
Epoch [   77/  100] | d_loss: 0.3398 | g_loss: 7.2059
Epoch [   77/  100] | d_loss: 0.3397 | g_loss: 5.7019
Epoch [   77/  100] | d_loss: 0.3517 | g_loss: 5.8607
Epoch [   77/  100] | d_loss: 0.3588 | g_loss: 5.5330
Epoch [   77/  100] | d_loss: 0.3485 | g_loss: 5.5049
Epoch [   78/  100] | d_loss: 0.7718 | g_loss: 5.6820
Epoch [   78/  100] | d_loss: 0.3408 | g_loss: 6.4853
Epoch [   78/  100] | d_loss: 0.3365 | g_loss: 6.3261
Epoch [   78/  100] | d_loss: 0.3349 | g_loss: 6.6829
Epoch [   78/  100] | d_loss: 0.3605 | g_loss: 5.5595
Epoch [   78/  100] | d_loss: 0.3372 | g_loss: 6.6191
Epoch [   78/  100] | d_loss: 0.3408 | g_loss: 6.6794
Epoch [   78/  100] | d_loss: 0.3353 | g_loss: 5.7999
Epoch [   78/  100] | d_loss: 0.3587 | g_loss: 4.2084
Epoch [   78/  100] | d_loss: 0.3365 | g_loss: 6.0247
Epoch [   78/  100] | d_loss: 0.3560 | g_loss: 5.3069
Epoch [   78/  100] | d_loss: 0.3397 | g_loss: 6.9627
Epoch [   78/  100] | d_loss: 0.3406 | g_loss: 6.3371
Epoch [   78/  100] | d_loss: 0.3429 | g_loss: 6.2639
Epoch [   78/  100] | d_loss: 0.3362 | g_loss: 6.6557
Epoch [   78/  100] | d_loss: 0.3339 | g_loss: 6.8041
Epoch [   78/  100] | d_loss: 0.3336 | g_loss: 6.4838
Epoch [   78/  100] | d_loss: 0.3404 | g_loss: 5.4496
Epoch [   78/  100] | d_loss: 0.3377 | g_loss: 6.2410
Epoch [   78/  100] | d_loss: 0.3472 | g_loss: 5.5647
Epoch [   78/  100] | d_loss: 0.3839 | g_loss: 4.7120
Epoch [   78/  100] | d_loss: 0.3840 | g_loss: 6.6602
Epoch [   78/  100] | d_loss: 0.3540 | g_loss: 6.8295
Epoch [   78/  100] | d_loss: 0.3376 | g_loss: 5.1760
Epoch [   78/  100] | d_loss: 0.3455 | g_loss: 6.2277
Epoch [   78/  100] | d_loss: 0.3541 | g_loss: 6.7055
Epoch [   78/  100] | d_loss: 0.3582 | g_loss: 8.1549
Epoch [   78/  100] | d_loss: 0.3861 | g_loss: 5.5357
Epoch [   78/  100] | d_loss: 0.3393 | g_loss: 6.2334
Epoch [   79/  100] | d_loss: 0.5477 | g_loss: 4.1456
Epoch [   79/  100] | d_loss: 0.3462 | g_loss: 5.3896
Epoch [   79/  100] | d_loss: 0.3726 | g_loss: 6.1366
Epoch [   79/  100] | d_loss: 0.3414 | g_loss: 6.1152
Epoch [   79/  100] | d_loss: 0.3386 | g_loss: 6.0400
Epoch [   79/  100] | d_loss: 0.3503 | g_loss: 5.7869
Epoch [   79/  100] | d_loss: 0.3353 | g_loss: 7.1228
Epoch [   79/  100] | d_loss: 0.3333 | g_loss: 5.8030
Epoch [   79/  100] | d_loss: 0.3806 | g_loss: 4.8784
Epoch [   79/  100] | d_loss: 0.3353 | g_loss: 7.9728
Epoch [   79/  100] | d_loss: 0.3392 | g_loss: 6.2342
Epoch [   79/  100] | d_loss: 0.3346 | g_loss: 6.5632
Epoch [   79/  100] | d_loss: 0.3380 | g_loss: 6.3726
Epoch [   79/  100] | d_loss: 0.3681 | g_loss: 6.0786
Epoch [   79/  100] | d_loss: 0.3345 | g_loss: 8.5143
Epoch [   79/  100] | d_loss: 0.3446 | g_loss: 5.7085
Epoch [   79/  100] | d_loss: 0.3438 | g_loss: 5.8466
Epoch [   79/  100] | d_loss: 0.3362 | g_loss: 6.7051
Epoch [   79/  100] | d_loss: 0.3377 | g_loss: 5.1164
Epoch [   79/  100] | d_loss: 0.3342 | g_loss: 6.4949
Epoch [   79/  100] | d_loss: 0.3422 | g_loss: 9.4854
Epoch [   79/  100] | d_loss: 0.3599 | g_loss: 6.0343
Epoch [   79/  100] | d_loss: 0.3502 | g_loss: 6.6826
Epoch [   79/  100] | d_loss: 0.3332 | g_loss: 6.5771
Epoch [   79/  100] | d_loss: 0.3384 | g_loss: 5.1265
Epoch [   79/  100] | d_loss: 0.3488 | g_loss: 5.2805
Epoch [   79/  100] | d_loss: 0.3370 | g_loss: 5.5121
Epoch [   79/  100] | d_loss: 0.3365 | g_loss: 5.4388
Epoch [   79/  100] | d_loss: 0.3464 | g_loss: 5.3454
Epoch [   80/  100] | d_loss: 0.6778 | g_loss: 5.3227
Epoch [   80/  100] | d_loss: 0.3475 | g_loss: 6.3643
Epoch [   80/  100] | d_loss: 0.3436 | g_loss: 6.3656
Epoch [   80/  100] | d_loss: 0.3499 | g_loss: 5.0606
Epoch [   80/  100] | d_loss: 0.3397 | g_loss: 6.2053
Epoch [   80/  100] | d_loss: 0.3351 | g_loss: 6.6810
Epoch [   80/  100] | d_loss: 0.3403 | g_loss: 5.5600
Epoch [   80/  100] | d_loss: 0.3408 | g_loss: 6.5078
Epoch [   80/  100] | d_loss: 0.4572 | g_loss: 4.4665
Epoch [   80/  100] | d_loss: 0.3444 | g_loss: 5.1175
Epoch [   80/  100] | d_loss: 0.3377 | g_loss: 4.5994
Epoch [   80/  100] | d_loss: 0.3395 | g_loss: 6.6605
Epoch [   80/  100] | d_loss: 0.3356 | g_loss: 6.8996
Epoch [   80/  100] | d_loss: 0.3376 | g_loss: 5.2163
Epoch [   80/  100] | d_loss: 0.3868 | g_loss: 4.6778
Epoch [   80/  100] | d_loss: 0.3388 | g_loss: 5.8360
Epoch [   80/  100] | d_loss: 0.3834 | g_loss: 3.9224
Epoch [   80/  100] | d_loss: 0.3426 | g_loss: 7.3996
Epoch [   80/  100] | d_loss: 0.3348 | g_loss: 4.8104
Epoch [   80/  100] | d_loss: 0.3375 | g_loss: 5.8065
Epoch [   80/  100] | d_loss: 0.3423 | g_loss: 5.0054
Epoch [   80/  100] | d_loss: 0.3365 | g_loss: 5.9736
Epoch [   80/  100] | d_loss: 0.3392 | g_loss: 6.1182
Epoch [   80/  100] | d_loss: 0.3766 | g_loss: 4.7794
Epoch [   80/  100] | d_loss: 0.3333 | g_loss: 5.4555
Epoch [   80/  100] | d_loss: 0.3434 | g_loss: 5.7290
Epoch [   80/  100] | d_loss: 0.3492 | g_loss: 6.6826
Epoch [   80/  100] | d_loss: 0.3619 | g_loss: 4.3832
Epoch [   80/  100] | d_loss: 0.3416 | g_loss: 5.7350
Epoch [   81/  100] | d_loss: 0.4280 | g_loss: 4.5701
Epoch [   81/  100] | d_loss: 0.3419 | g_loss: 6.4910
Epoch [   81/  100] | d_loss: 0.3633 | g_loss: 5.6385
Epoch [   81/  100] | d_loss: 0.3339 | g_loss: 6.5728
Epoch [   81/  100] | d_loss: 0.3335 | g_loss: 5.4838
Epoch [   81/  100] | d_loss: 0.3356 | g_loss: 5.3526
Epoch [   81/  100] | d_loss: 0.3449 | g_loss: 5.5163
Epoch [   81/  100] | d_loss: 0.3365 | g_loss: 6.1038
Epoch [   81/  100] | d_loss: 0.3597 | g_loss: 5.6092
Epoch [   81/  100] | d_loss: 0.3735 | g_loss: 5.7917
Epoch [   81/  100] | d_loss: 0.3680 | g_loss: 5.4216
Epoch [   81/  100] | d_loss: 0.3305 | g_loss: 5.6342
Epoch [   81/  100] | d_loss: 0.3365 | g_loss: 6.7388
Epoch [   81/  100] | d_loss: 0.3385 | g_loss: 6.3169
Epoch [   81/  100] | d_loss: 0.3488 | g_loss: 6.1028
Epoch [   81/  100] | d_loss: 0.3398 | g_loss: 6.1308
Epoch [   81/  100] | d_loss: 0.3357 | g_loss: 5.9828
Epoch [   81/  100] | d_loss: 0.3581 | g_loss: 5.2586
Epoch [   81/  100] | d_loss: 0.3675 | g_loss: 4.6918
Epoch [   81/  100] | d_loss: 0.3532 | g_loss: 4.4012
Epoch [   81/  100] | d_loss: 0.3358 | g_loss: 5.7975
Epoch [   81/  100] | d_loss: 0.3351 | g_loss: 6.3785
Epoch [   81/  100] | d_loss: 0.3329 | g_loss: 6.6624
Epoch [   81/  100] | d_loss: 0.3401 | g_loss: 6.3727
Epoch [   81/  100] | d_loss: 0.3417 | g_loss: 7.1404
Epoch [   81/  100] | d_loss: 0.3349 | g_loss: 8.3573
Epoch [   81/  100] | d_loss: 0.4706 | g_loss: 2.9127
Epoch [   81/  100] | d_loss: 0.3525 | g_loss: 6.0065
Epoch [   81/  100] | d_loss: 0.3331 | g_loss: 6.2008
Epoch [   82/  100] | d_loss: 1.3596 | g_loss: 7.4893
Epoch [   82/  100] | d_loss: 0.3644 | g_loss: 5.0292
Epoch [   82/  100] | d_loss: 0.4114 | g_loss: 4.2075
Epoch [   82/  100] | d_loss: 0.3501 | g_loss: 5.2583
Epoch [   82/  100] | d_loss: 0.3387 | g_loss: 5.1444
Epoch [   82/  100] | d_loss: 0.3376 | g_loss: 5.7191
Epoch [   82/  100] | d_loss: 0.3715 | g_loss: 6.0586
Epoch [   82/  100] | d_loss: 0.3415 | g_loss: 6.4345
Epoch [   82/  100] | d_loss: 0.3364 | g_loss: 7.0382
Epoch [   82/  100] | d_loss: 0.3335 | g_loss: 6.2967
Epoch [   82/  100] | d_loss: 0.3413 | g_loss: 5.7370
Epoch [   82/  100] | d_loss: 0.3355 | g_loss: 6.4212
Epoch [   82/  100] | d_loss: 0.3437 | g_loss: 5.9102
Epoch [   82/  100] | d_loss: 0.3497 | g_loss: 5.4429
Epoch [   82/  100] | d_loss: 0.3346 | g_loss: 6.1346
Epoch [   82/  100] | d_loss: 0.3410 | g_loss: 6.0380
Epoch [   82/  100] | d_loss: 0.3319 | g_loss: 6.3360
Epoch [   82/  100] | d_loss: 0.3516 | g_loss: 4.9377
Epoch [   82/  100] | d_loss: 0.3447 | g_loss: 5.2168
Epoch [   82/  100] | d_loss: 0.3616 | g_loss: 6.8938
Epoch [   82/  100] | d_loss: 0.3534 | g_loss: 6.3446
Epoch [   82/  100] | d_loss: 0.3605 | g_loss: 4.8492
Epoch [   82/  100] | d_loss: 0.3349 | g_loss: 6.3021
Epoch [   82/  100] | d_loss: 0.3357 | g_loss: 6.0187
Epoch [   82/  100] | d_loss: 0.3384 | g_loss: 6.4498
Epoch [   82/  100] | d_loss: 0.3373 | g_loss: 5.0433
Epoch [   82/  100] | d_loss: 0.3459 | g_loss: 6.3902
Epoch [   82/  100] | d_loss: 0.3406 | g_loss: 6.8479
Epoch [   82/  100] | d_loss: 0.3456 | g_loss: 6.1300
Epoch [   83/  100] | d_loss: 0.5259 | g_loss: 4.5054
Epoch [   83/  100] | d_loss: 0.3376 | g_loss: 5.8852
Epoch [   83/  100] | d_loss: 0.3453 | g_loss: 6.0271
Epoch [   83/  100] | d_loss: 0.3352 | g_loss: 7.3579
Epoch [   83/  100] | d_loss: 0.3608 | g_loss: 4.6063
Epoch [   83/  100] | d_loss: 0.4242 | g_loss: 4.7785
Epoch [   83/  100] | d_loss: 0.3425 | g_loss: 5.2461
Epoch [   83/  100] | d_loss: 0.3343 | g_loss: 6.2934
Epoch [   83/  100] | d_loss: 0.3470 | g_loss: 5.1929
Epoch [   83/  100] | d_loss: 0.3720 | g_loss: 5.7361
Epoch [   83/  100] | d_loss: 0.3345 | g_loss: 6.6420
Epoch [   83/  100] | d_loss: 0.3336 | g_loss: 5.8293
Epoch [   83/  100] | d_loss: 0.3395 | g_loss: 6.4595
Epoch [   83/  100] | d_loss: 0.3411 | g_loss: 6.8273
Epoch [   83/  100] | d_loss: 0.3357 | g_loss: 6.3821
Epoch [   83/  100] | d_loss: 0.3325 | g_loss: 6.1969
Epoch [   83/  100] | d_loss: 0.3376 | g_loss: 6.0341
Epoch [   83/  100] | d_loss: 0.3399 | g_loss: 5.8913
Epoch [   83/  100] | d_loss: 0.3626 | g_loss: 4.5037
Epoch [   83/  100] | d_loss: 0.3458 | g_loss: 5.3249
Epoch [   83/  100] | d_loss: 0.3801 | g_loss: 4.1664
Epoch [   83/  100] | d_loss: 0.3353 | g_loss: 6.4575
Epoch [   83/  100] | d_loss: 0.3360 | g_loss: 6.3518
Epoch [   83/  100] | d_loss: 0.3403 | g_loss: 5.0833
Epoch [   83/  100] | d_loss: 0.3399 | g_loss: 6.6656
Epoch [   83/  100] | d_loss: 0.3346 | g_loss: 6.9081
Epoch [   83/  100] | d_loss: 0.3434 | g_loss: 5.6016
Epoch [   83/  100] | d_loss: 0.3381 | g_loss: 6.6595
Epoch [   83/  100] | d_loss: 0.3336 | g_loss: 6.1499
Epoch [   84/  100] | d_loss: 0.7717 | g_loss: 4.2090
Epoch [   84/  100] | d_loss: 0.3417 | g_loss: 5.7300
Epoch [   84/  100] | d_loss: 0.3493 | g_loss: 5.2510
Epoch [   84/  100] | d_loss: 0.3373 | g_loss: 6.2517
Epoch [   84/  100] | d_loss: 0.3508 | g_loss: 5.7697
Epoch [   84/  100] | d_loss: 0.3469 | g_loss: 5.7711
Epoch [   84/  100] | d_loss: 0.3428 | g_loss: 6.2014
Epoch [   84/  100] | d_loss: 0.3376 | g_loss: 5.9183
Epoch [   84/  100] | d_loss: 0.3360 | g_loss: 5.9438
Epoch [   84/  100] | d_loss: 0.3589 | g_loss: 5.8353
Epoch [   84/  100] | d_loss: 0.3447 | g_loss: 5.4871
Epoch [   84/  100] | d_loss: 0.3364 | g_loss: 6.1972
Epoch [   84/  100] | d_loss: 0.3388 | g_loss: 6.1588
Epoch [   84/  100] | d_loss: 0.3345 | g_loss: 6.6143
Epoch [   84/  100] | d_loss: 0.3330 | g_loss: 5.7389
Epoch [   84/  100] | d_loss: 0.3836 | g_loss: 4.9548
Epoch [   84/  100] | d_loss: 0.3366 | g_loss: 6.3624
Epoch [   84/  100] | d_loss: 0.3497 | g_loss: 5.6223
Epoch [   84/  100] | d_loss: 0.3419 | g_loss: 5.4896
Epoch [   84/  100] | d_loss: 0.3413 | g_loss: 5.7401
Epoch [   84/  100] | d_loss: 0.3396 | g_loss: 5.2795
Epoch [   84/  100] | d_loss: 0.3550 | g_loss: 5.1347
Epoch [   84/  100] | d_loss: 0.3326 | g_loss: 6.4806
Epoch [   84/  100] | d_loss: 0.3444 | g_loss: 5.3192
Epoch [   84/  100] | d_loss: 0.3380 | g_loss: 5.8454
Epoch [   84/  100] | d_loss: 0.3472 | g_loss: 5.9655
Epoch [   84/  100] | d_loss: 0.3335 | g_loss: 7.1210
Epoch [   84/  100] | d_loss: 0.3469 | g_loss: 6.1877
Epoch [   84/  100] | d_loss: 0.3471 | g_loss: 5.2550
Epoch [   85/  100] | d_loss: 0.4888 | g_loss: 3.4898
Epoch [   85/  100] | d_loss: 0.3611 | g_loss: 6.1910
Epoch [   85/  100] | d_loss: 0.3390 | g_loss: 6.2693
Epoch [   85/  100] | d_loss: 0.3493 | g_loss: 6.4115
Epoch [   85/  100] | d_loss: 0.3965 | g_loss: 7.0411
Epoch [   85/  100] | d_loss: 0.3849 | g_loss: 5.6626
Epoch [   85/  100] | d_loss: 0.3445 | g_loss: 5.7020
Epoch [   85/  100] | d_loss: 0.3453 | g_loss: 6.3926
Epoch [   85/  100] | d_loss: 0.3359 | g_loss: 6.3204
Epoch [   85/  100] | d_loss: 0.3888 | g_loss: 5.1434
Epoch [   85/  100] | d_loss: 0.3381 | g_loss: 5.6683
Epoch [   85/  100] | d_loss: 0.3337 | g_loss: 6.1842
Epoch [   85/  100] | d_loss: 0.3812 | g_loss: 5.2950
Epoch [   85/  100] | d_loss: 0.3336 | g_loss: 6.6055
Epoch [   85/  100] | d_loss: 0.3321 | g_loss: 5.7513
Epoch [   85/  100] | d_loss: 0.3321 | g_loss: 6.5951
Epoch [   85/  100] | d_loss: 0.3427 | g_loss: 5.6751
Epoch [   85/  100] | d_loss: 0.3435 | g_loss: 6.6804
Epoch [   85/  100] | d_loss: 0.3428 | g_loss: 6.1098
Epoch [   85/  100] | d_loss: 0.3347 | g_loss: 6.2689
Epoch [   85/  100] | d_loss: 0.3353 | g_loss: 5.4321
Epoch [   85/  100] | d_loss: 0.3372 | g_loss: 6.5011
Epoch [   85/  100] | d_loss: 0.3419 | g_loss: 5.8510
Epoch [   85/  100] | d_loss: 0.3431 | g_loss: 4.7391
Epoch [   85/  100] | d_loss: 0.3365 | g_loss: 6.2842
Epoch [   85/  100] | d_loss: 0.3363 | g_loss: 6.8789
Epoch [   85/  100] | d_loss: 0.3347 | g_loss: 4.9364
Epoch [   85/  100] | d_loss: 0.3331 | g_loss: 6.0164
Epoch [   85/  100] | d_loss: 0.3366 | g_loss: 6.2261
Epoch [   86/  100] | d_loss: 0.6103 | g_loss: 5.1486
Epoch [   86/  100] | d_loss: 0.3460 | g_loss: 6.8613
Epoch [   86/  100] | d_loss: 0.3379 | g_loss: 6.4662
Epoch [   86/  100] | d_loss: 0.3354 | g_loss: 6.8516
Epoch [   86/  100] | d_loss: 0.3458 | g_loss: 5.6237
Epoch [   86/  100] | d_loss: 0.3707 | g_loss: 5.7480
Epoch [   86/  100] | d_loss: 0.3382 | g_loss: 5.4808
Epoch [   86/  100] | d_loss: 0.3648 | g_loss: 6.1386
Epoch [   86/  100] | d_loss: 0.3357 | g_loss: 6.4169
Epoch [   86/  100] | d_loss: 0.3362 | g_loss: 5.5072
Epoch [   86/  100] | d_loss: 0.3369 | g_loss: 6.4809
Epoch [   86/  100] | d_loss: 0.3387 | g_loss: 5.3295
Epoch [   86/  100] | d_loss: 0.3351 | g_loss: 7.4861
Epoch [   86/  100] | d_loss: 0.3352 | g_loss: 5.6483
Epoch [   86/  100] | d_loss: 0.3504 | g_loss: 6.0809
Epoch [   86/  100] | d_loss: 0.3477 | g_loss: 6.0736
Epoch [   86/  100] | d_loss: 0.3492 | g_loss: 7.0454
Epoch [   86/  100] | d_loss: 0.3387 | g_loss: 6.3257
Epoch [   86/  100] | d_loss: 0.3337 | g_loss: 6.1699
Epoch [   86/  100] | d_loss: 0.3396 | g_loss: 5.8755
Epoch [   86/  100] | d_loss: 0.3394 | g_loss: 5.1545
Epoch [   86/  100] | d_loss: 0.3358 | g_loss: 5.6871
Epoch [   86/  100] | d_loss: 0.3399 | g_loss: 6.5417
Epoch [   86/  100] | d_loss: 0.3440 | g_loss: 5.3509
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Epoch [   86/  100] | d_loss: 0.3594 | g_loss: 5.9719
Epoch [   86/  100] | d_loss: 0.4259 | g_loss: 4.3174
Epoch [   86/  100] | d_loss: 0.3402 | g_loss: 5.4876
Epoch [   86/  100] | d_loss: 0.3365 | g_loss: 6.1010
Epoch [   87/  100] | d_loss: 0.3695 | g_loss: 4.4203
Epoch [   87/  100] | d_loss: 0.3396 | g_loss: 5.6872
Epoch [   87/  100] | d_loss: 0.3443 | g_loss: 5.7073
Epoch [   87/  100] | d_loss: 0.3375 | g_loss: 5.6453
Epoch [   87/  100] | d_loss: 0.3391 | g_loss: 5.5234
Epoch [   87/  100] | d_loss: 0.4201 | g_loss: 4.6261
Epoch [   87/  100] | d_loss: 0.3345 | g_loss: 6.7852
Epoch [   87/  100] | d_loss: 0.3357 | g_loss: 6.7249
Epoch [   87/  100] | d_loss: 0.4011 | g_loss: 4.7287
Epoch [   87/  100] | d_loss: 0.3544 | g_loss: 5.5531
Epoch [   87/  100] | d_loss: 0.3427 | g_loss: 5.3564
Epoch [   87/  100] | d_loss: 0.3524 | g_loss: 5.2015
Epoch [   87/  100] | d_loss: 0.3472 | g_loss: 7.4538
Epoch [   87/  100] | d_loss: 0.3447 | g_loss: 5.9482
Epoch [   87/  100] | d_loss: 0.3536 | g_loss: 4.6691
Epoch [   87/  100] | d_loss: 0.3299 | g_loss: 6.7100
Epoch [   87/  100] | d_loss: 0.3546 | g_loss: 5.8260
Epoch [   87/  100] | d_loss: 0.3415 | g_loss: 7.1212
Epoch [   87/  100] | d_loss: 0.3341 | g_loss: 6.8783
Epoch [   87/  100] | d_loss: 0.3414 | g_loss: 5.3263
Epoch [   87/  100] | d_loss: 0.3357 | g_loss: 6.1968
Epoch [   87/  100] | d_loss: 0.3374 | g_loss: 6.5440
Epoch [   87/  100] | d_loss: 0.3565 | g_loss: 4.9173
Epoch [   87/  100] | d_loss: 0.3329 | g_loss: 5.6849
Epoch [   87/  100] | d_loss: 0.3901 | g_loss: 5.1424
Epoch [   87/  100] | d_loss: 0.3837 | g_loss: 5.7798
Epoch [   87/  100] | d_loss: 0.3384 | g_loss: 6.5329
Epoch [   87/  100] | d_loss: 0.3359 | g_loss: 6.9890
Epoch [   87/  100] | d_loss: 0.3406 | g_loss: 6.7220
Epoch [   88/  100] | d_loss: 0.9720 | g_loss: 4.9682
Epoch [   88/  100] | d_loss: 0.3582 | g_loss: 4.9173
Epoch [   88/  100] | d_loss: 0.3436 | g_loss: 4.7831
Epoch [   88/  100] | d_loss: 0.3443 | g_loss: 5.0770
Epoch [   88/  100] | d_loss: 0.3472 | g_loss: 6.1710
Epoch [   88/  100] | d_loss: 0.3689 | g_loss: 5.2685
Epoch [   88/  100] | d_loss: 0.3479 | g_loss: 5.2754
Epoch [   88/  100] | d_loss: 0.3416 | g_loss: 5.1587
Epoch [   88/  100] | d_loss: 0.3392 | g_loss: 5.6775
Epoch [   88/  100] | d_loss: 0.3370 | g_loss: 6.4015
Epoch [   88/  100] | d_loss: 0.3504 | g_loss: 4.9994
Epoch [   88/  100] | d_loss: 0.3432 | g_loss: 5.3905
Epoch [   88/  100] | d_loss: 0.3537 | g_loss: 5.7409
Epoch [   88/  100] | d_loss: 0.3565 | g_loss: 4.2369
Epoch [   88/  100] | d_loss: 0.3379 | g_loss: 5.9200
Epoch [   88/  100] | d_loss: 0.3596 | g_loss: 5.5530
Epoch [   88/  100] | d_loss: 0.3328 | g_loss: 6.6706
Epoch [   88/  100] | d_loss: 0.3378 | g_loss: 7.0587
Epoch [   88/  100] | d_loss: 0.3366 | g_loss: 5.0246
Epoch [   88/  100] | d_loss: 0.3462 | g_loss: 6.0069
Epoch [   88/  100] | d_loss: 0.3651 | g_loss: 6.1170
Epoch [   88/  100] | d_loss: 0.3353 | g_loss: 5.6577
Epoch [   88/  100] | d_loss: 0.3339 | g_loss: 6.2178
Epoch [   88/  100] | d_loss: 0.3356 | g_loss: 6.0472
Epoch [   88/  100] | d_loss: 0.3348 | g_loss: 5.8718
Epoch [   88/  100] | d_loss: 0.3439 | g_loss: 7.1205
Epoch [   88/  100] | d_loss: 0.3468 | g_loss: 5.9463
Epoch [   88/  100] | d_loss: 0.3492 | g_loss: 5.8443
Epoch [   88/  100] | d_loss: 0.3395 | g_loss: 5.5498
Epoch [   89/  100] | d_loss: 0.4963 | g_loss: 5.4451
Epoch [   89/  100] | d_loss: 0.3409 | g_loss: 5.7065
Epoch [   89/  100] | d_loss: 0.3398 | g_loss: 6.8883
Epoch [   89/  100] | d_loss: 0.3402 | g_loss: 5.7421
Epoch [   89/  100] | d_loss: 0.3544 | g_loss: 5.7277
Epoch [   89/  100] | d_loss: 0.3909 | g_loss: 4.8840
Epoch [   89/  100] | d_loss: 0.3489 | g_loss: 4.6432
Epoch [   89/  100] | d_loss: 0.3382 | g_loss: 5.4585
Epoch [   89/  100] | d_loss: 0.3458 | g_loss: 4.4003
Epoch [   89/  100] | d_loss: 0.3635 | g_loss: 5.1585
Epoch [   89/  100] | d_loss: 0.3620 | g_loss: 5.0936
Epoch [   89/  100] | d_loss: 0.3335 | g_loss: 6.7871
Epoch [   89/  100] | d_loss: 0.3333 | g_loss: 6.9817
Epoch [   89/  100] | d_loss: 0.3362 | g_loss: 6.5629
Epoch [   89/  100] | d_loss: 0.3369 | g_loss: 6.6930
Epoch [   89/  100] | d_loss: 0.3452 | g_loss: 8.3907
Epoch [   89/  100] | d_loss: 0.3380 | g_loss: 6.6038
Epoch [   89/  100] | d_loss: 0.3382 | g_loss: 5.3730
Epoch [   89/  100] | d_loss: 0.3460 | g_loss: 5.5689
Epoch [   89/  100] | d_loss: 0.3374 | g_loss: 5.6894
Epoch [   89/  100] | d_loss: 0.3369 | g_loss: 5.6456
Epoch [   89/  100] | d_loss: 0.3620 | g_loss: 4.6917
Epoch [   89/  100] | d_loss: 0.3380 | g_loss: 6.6662
Epoch [   89/  100] | d_loss: 0.3647 | g_loss: 5.8605
Epoch [   89/  100] | d_loss: 0.3436 | g_loss: 5.8906
Epoch [   89/  100] | d_loss: 0.3363 | g_loss: 5.9865
Epoch [   89/  100] | d_loss: 0.3426 | g_loss: 5.3103
Epoch [   89/  100] | d_loss: 0.3358 | g_loss: 6.4826
Epoch [   89/  100] | d_loss: 0.3347 | g_loss: 7.3548
Epoch [   90/  100] | d_loss: 0.3598 | g_loss: 7.0663
Epoch [   90/  100] | d_loss: 0.3322 | g_loss: 6.3428
Epoch [   90/  100] | d_loss: 0.3393 | g_loss: 6.0051
Epoch [   90/  100] | d_loss: 0.3355 | g_loss: 6.3068
Epoch [   90/  100] | d_loss: 0.3394 | g_loss: 5.4891
Epoch [   90/  100] | d_loss: 0.3328 | g_loss: 6.6428
Epoch [   90/  100] | d_loss: 0.3372 | g_loss: 5.9324
Epoch [   90/  100] | d_loss: 0.3333 | g_loss: 6.9881
Epoch [   90/  100] | d_loss: 0.3432 | g_loss: 3.8594
Epoch [   90/  100] | d_loss: 0.3353 | g_loss: 7.4018
Epoch [   90/  100] | d_loss: 0.3394 | g_loss: 6.7669
Epoch [   90/  100] | d_loss: 0.3374 | g_loss: 5.2578
Epoch [   90/  100] | d_loss: 0.3317 | g_loss: 7.5906
Epoch [   90/  100] | d_loss: 0.3390 | g_loss: 5.1032
Epoch [   90/  100] | d_loss: 0.3325 | g_loss: 6.6203
Epoch [   90/  100] | d_loss: 0.3417 | g_loss: 6.8330
Epoch [   90/  100] | d_loss: 0.3396 | g_loss: 5.9541
Epoch [   90/  100] | d_loss: 0.3319 | g_loss: 6.2301
Epoch [   90/  100] | d_loss: 0.3305 | g_loss: 6.9588
Epoch [   90/  100] | d_loss: 0.3309 | g_loss: 6.0614
Epoch [   90/  100] | d_loss: 0.3395 | g_loss: 6.2147
Epoch [   90/  100] | d_loss: 0.3334 | g_loss: 6.1284
Epoch [   90/  100] | d_loss: 0.3329 | g_loss: 6.3635
Epoch [   90/  100] | d_loss: 0.3332 | g_loss: 5.8284
Epoch [   90/  100] | d_loss: 0.3328 | g_loss: 5.9117
Epoch [   90/  100] | d_loss: 0.3334 | g_loss: 7.3673
Epoch [   90/  100] | d_loss: 0.3894 | g_loss: 5.9589
Epoch [   90/  100] | d_loss: 0.3400 | g_loss: 6.4469
Epoch [   90/  100] | d_loss: 0.3414 | g_loss: 6.1915
Epoch [   91/  100] | d_loss: 1.3326 | g_loss: 5.8502
Epoch [   91/  100] | d_loss: 0.3449 | g_loss: 5.7831
Epoch [   91/  100] | d_loss: 0.3471 | g_loss: 5.1279
Epoch [   91/  100] | d_loss: 0.3582 | g_loss: 4.9384
Epoch [   91/  100] | d_loss: 0.3505 | g_loss: 5.3115
Epoch [   91/  100] | d_loss: 0.3421 | g_loss: 5.5693
Epoch [   91/  100] | d_loss: 0.3500 | g_loss: 5.6519
Epoch [   91/  100] | d_loss: 0.3475 | g_loss: 6.4233
Epoch [   91/  100] | d_loss: 0.3418 | g_loss: 5.3647
Epoch [   91/  100] | d_loss: 0.3398 | g_loss: 5.5844
Epoch [   91/  100] | d_loss: 0.3473 | g_loss: 5.1655
Epoch [   91/  100] | d_loss: 0.3434 | g_loss: 5.0962
Epoch [   91/  100] | d_loss: 0.3378 | g_loss: 5.0757
Epoch [   91/  100] | d_loss: 0.3358 | g_loss: 6.0724
Epoch [   91/  100] | d_loss: 0.3352 | g_loss: 7.4071
Epoch [   91/  100] | d_loss: 0.3372 | g_loss: 5.3902
Epoch [   91/  100] | d_loss: 0.3535 | g_loss: 6.3577
Epoch [   91/  100] | d_loss: 0.3416 | g_loss: 5.7162
Epoch [   91/  100] | d_loss: 0.3373 | g_loss: 6.9227
Epoch [   91/  100] | d_loss: 0.3553 | g_loss: 5.9822
Epoch [   91/  100] | d_loss: 0.3819 | g_loss: 5.0301
Epoch [   91/  100] | d_loss: 0.3335 | g_loss: 6.1842
Epoch [   91/  100] | d_loss: 0.3330 | g_loss: 7.1340
Epoch [   91/  100] | d_loss: 0.3375 | g_loss: 5.6085
Epoch [   91/  100] | d_loss: 0.3600 | g_loss: 4.5615
Epoch [   91/  100] | d_loss: 0.3608 | g_loss: 4.1585
Epoch [   91/  100] | d_loss: 0.3367 | g_loss: 5.6236
Epoch [   91/  100] | d_loss: 0.3461 | g_loss: 5.9571
Epoch [   91/  100] | d_loss: 0.3420 | g_loss: 5.4262
Epoch [   92/  100] | d_loss: 0.3538 | g_loss: 5.4740
Epoch [   92/  100] | d_loss: 0.3675 | g_loss: 6.8149
Epoch [   92/  100] | d_loss: 0.3396 | g_loss: 6.8072
Epoch [   92/  100] | d_loss: 0.3406 | g_loss: 5.7162
Epoch [   92/  100] | d_loss: 0.3369 | g_loss: 7.1175
Epoch [   92/  100] | d_loss: 0.3342 | g_loss: 5.3539
Epoch [   92/  100] | d_loss: 0.3435 | g_loss: 5.9386
Epoch [   92/  100] | d_loss: 0.3378 | g_loss: 5.8383
Epoch [   92/  100] | d_loss: 0.3520 | g_loss: 6.0329
Epoch [   92/  100] | d_loss: 0.3345 | g_loss: 6.1278
Epoch [   92/  100] | d_loss: 0.3322 | g_loss: 6.8157
Epoch [   92/  100] | d_loss: 0.3482 | g_loss: 5.4980
Epoch [   92/  100] | d_loss: 0.3376 | g_loss: 5.1770
Epoch [   92/  100] | d_loss: 0.3481 | g_loss: 6.5710
Epoch [   92/  100] | d_loss: 0.3372 | g_loss: 6.8316
Epoch [   92/  100] | d_loss: 0.3390 | g_loss: 5.2408
Epoch [   92/  100] | d_loss: 0.3389 | g_loss: 5.8360
Epoch [   92/  100] | d_loss: 0.3365 | g_loss: 6.8935
Epoch [   92/  100] | d_loss: 0.3348 | g_loss: 6.6819
Epoch [   92/  100] | d_loss: 0.3403 | g_loss: 6.2020
Epoch [   92/  100] | d_loss: 0.3365 | g_loss: 5.6162
Epoch [   92/  100] | d_loss: 0.4039 | g_loss: 6.0151
Epoch [   92/  100] | d_loss: 0.3374 | g_loss: 6.5500
Epoch [   92/  100] | d_loss: 0.3840 | g_loss: 6.3647
Epoch [   92/  100] | d_loss: 0.3437 | g_loss: 4.7402
Epoch [   92/  100] | d_loss: 0.3493 | g_loss: 6.4205
Epoch [   92/  100] | d_loss: 0.3525 | g_loss: 6.6776
Epoch [   92/  100] | d_loss: 0.3400 | g_loss: 6.3705
Epoch [   92/  100] | d_loss: 0.3411 | g_loss: 5.6904
Epoch [   93/  100] | d_loss: 0.5491 | g_loss: 4.5530
Epoch [   93/  100] | d_loss: 0.3599 | g_loss: 4.0239
Epoch [   93/  100] | d_loss: 0.3429 | g_loss: 4.9864
Epoch [   93/  100] | d_loss: 0.3362 | g_loss: 6.1685
Epoch [   93/  100] | d_loss: 0.3572 | g_loss: 6.6309
Epoch [   93/  100] | d_loss: 0.3490 | g_loss: 5.9248
Epoch [   93/  100] | d_loss: 0.3450 | g_loss: 5.5135
Epoch [   93/  100] | d_loss: 0.3366 | g_loss: 5.0801
Epoch [   93/  100] | d_loss: 0.3386 | g_loss: 6.9130
Epoch [   93/  100] | d_loss: 0.3425 | g_loss: 5.8423
Epoch [   93/  100] | d_loss: 0.3738 | g_loss: 5.7930
Epoch [   93/  100] | d_loss: 0.3378 | g_loss: 5.6418
Epoch [   93/  100] | d_loss: 0.3403 | g_loss: 5.8894
Epoch [   93/  100] | d_loss: 0.3421 | g_loss: 7.5402
Epoch [   93/  100] | d_loss: 0.3460 | g_loss: 5.3490
Epoch [   93/  100] | d_loss: 0.3373 | g_loss: 5.6905
Epoch [   93/  100] | d_loss: 0.3510 | g_loss: 4.8549
Epoch [   93/  100] | d_loss: 0.3412 | g_loss: 5.6760
Epoch [   93/  100] | d_loss: 0.3344 | g_loss: 6.1139
Epoch [   93/  100] | d_loss: 0.3366 | g_loss: 5.8686
Epoch [   93/  100] | d_loss: 0.3375 | g_loss: 6.2624
Epoch [   93/  100] | d_loss: 0.3424 | g_loss: 5.4932
Epoch [   93/  100] | d_loss: 0.3515 | g_loss: 5.7507
Epoch [   93/  100] | d_loss: 0.3932 | g_loss: 5.6413
Epoch [   93/  100] | d_loss: 0.3403 | g_loss: 6.0915
Epoch [   93/  100] | d_loss: 0.3361 | g_loss: 4.6159
Epoch [   93/  100] | d_loss: 0.4124 | g_loss: 5.1069
Epoch [   93/  100] | d_loss: 0.3366 | g_loss: 6.6484
Epoch [   93/  100] | d_loss: 0.4032 | g_loss: 6.1478
Epoch [   94/  100] | d_loss: 0.5084 | g_loss: 4.1947
Epoch [   94/  100] | d_loss: 0.3502 | g_loss: 7.4664
Epoch [   94/  100] | d_loss: 0.3525 | g_loss: 5.5780
Epoch [   94/  100] | d_loss: 0.3458 | g_loss: 6.4142
Epoch [   94/  100] | d_loss: 0.3483 | g_loss: 5.3225
Epoch [   94/  100] | d_loss: 0.3379 | g_loss: 6.3566
Epoch [   94/  100] | d_loss: 0.3310 | g_loss: 6.0455
Epoch [   94/  100] | d_loss: 0.3421 | g_loss: 6.5152
Epoch [   94/  100] | d_loss: 0.3387 | g_loss: 4.9704
Epoch [   94/  100] | d_loss: 0.3758 | g_loss: 6.9204
Epoch [   94/  100] | d_loss: 0.3360 | g_loss: 6.9765
Epoch [   94/  100] | d_loss: 0.3383 | g_loss: 6.4252
Epoch [   94/  100] | d_loss: 0.3342 | g_loss: 5.8900
Epoch [   94/  100] | d_loss: 0.3333 | g_loss: 6.7592
Epoch [   94/  100] | d_loss: 0.3369 | g_loss: 6.8218
Epoch [   94/  100] | d_loss: 0.3796 | g_loss: 4.0985
Epoch [   94/  100] | d_loss: 0.3531 | g_loss: 5.1653
Epoch [   94/  100] | d_loss: 0.3381 | g_loss: 6.0859
Epoch [   94/  100] | d_loss: 0.3346 | g_loss: 5.9995
Epoch [   94/  100] | d_loss: 0.3648 | g_loss: 6.2024
Epoch [   94/  100] | d_loss: 0.3437 | g_loss: 5.9142
Epoch [   94/  100] | d_loss: 0.3476 | g_loss: 6.7754
Epoch [   94/  100] | d_loss: 0.3345 | g_loss: 6.0970
Epoch [   94/  100] | d_loss: 0.3353 | g_loss: 7.4328
Epoch [   94/  100] | d_loss: 0.3657 | g_loss: 4.0841
Epoch [   94/  100] | d_loss: 0.3363 | g_loss: 6.6919
Epoch [   94/  100] | d_loss: 0.3368 | g_loss: 6.2510
Epoch [   94/  100] | d_loss: 0.3354 | g_loss: 5.2166
Epoch [   94/  100] | d_loss: 0.4136 | g_loss: 7.6648
Epoch [   95/  100] | d_loss: 0.4605 | g_loss: 4.1967
Epoch [   95/  100] | d_loss: 0.3922 | g_loss: 5.0154
Epoch [   95/  100] | d_loss: 0.3338 | g_loss: 6.1803
Epoch [   95/  100] | d_loss: 0.3336 | g_loss: 7.5046
Epoch [   95/  100] | d_loss: 0.3592 | g_loss: 5.7333
Epoch [   95/  100] | d_loss: 0.3330 | g_loss: 6.1568
Epoch [   95/  100] | d_loss: 0.3385 | g_loss: 6.5661
Epoch [   95/  100] | d_loss: 0.3343 | g_loss: 7.4556
Epoch [   95/  100] | d_loss: 0.3310 | g_loss: 7.0777
Epoch [   95/  100] | d_loss: 0.3550 | g_loss: 5.8361
Epoch [   95/  100] | d_loss: 0.3479 | g_loss: 4.7191
Epoch [   95/  100] | d_loss: 0.3523 | g_loss: 5.3290
Epoch [   95/  100] | d_loss: 0.3333 | g_loss: 6.7821
Epoch [   95/  100] | d_loss: 0.3477 | g_loss: 6.2459
Epoch [   95/  100] | d_loss: 0.3349 | g_loss: 7.1728
Epoch [   95/  100] | d_loss: 0.3378 | g_loss: 6.1249
Epoch [   95/  100] | d_loss: 0.3476 | g_loss: 6.1985
Epoch [   95/  100] | d_loss: 0.3423 | g_loss: 5.8544
Epoch [   95/  100] | d_loss: 0.3428 | g_loss: 4.9394
Epoch [   95/  100] | d_loss: 0.3379 | g_loss: 6.3084
Epoch [   95/  100] | d_loss: 0.3329 | g_loss: 7.1248
Epoch [   95/  100] | d_loss: 0.3371 | g_loss: 7.2355
Epoch [   95/  100] | d_loss: 0.3334 | g_loss: 7.5766
Epoch [   95/  100] | d_loss: 0.3406 | g_loss: 5.6755
Epoch [   95/  100] | d_loss: 0.3406 | g_loss: 4.9726
Epoch [   95/  100] | d_loss: 0.3372 | g_loss: 6.1951
Epoch [   95/  100] | d_loss: 0.3364 | g_loss: 6.4876
Epoch [   95/  100] | d_loss: 0.3380 | g_loss: 6.2644
Epoch [   95/  100] | d_loss: 0.3344 | g_loss: 7.0190
Epoch [   96/  100] | d_loss: 0.3821 | g_loss: 4.4268
Epoch [   96/  100] | d_loss: 0.3338 | g_loss: 7.1812
Epoch [   96/  100] | d_loss: 0.3318 | g_loss: 6.6577
Epoch [   96/  100] | d_loss: 0.3575 | g_loss: 5.2269
Epoch [   96/  100] | d_loss: 0.3362 | g_loss: 6.3170
Epoch [   96/  100] | d_loss: 0.3323 | g_loss: 6.4191
Epoch [   96/  100] | d_loss: 0.3348 | g_loss: 6.0391
Epoch [   96/  100] | d_loss: 0.3311 | g_loss: 7.8101
Epoch [   96/  100] | d_loss: 0.3340 | g_loss: 6.9894
Epoch [   96/  100] | d_loss: 0.4118 | g_loss: 3.8645
Epoch [   96/  100] | d_loss: 0.3367 | g_loss: 6.3260
Epoch [   96/  100] | d_loss: 0.3376 | g_loss: 8.3137
Epoch [   96/  100] | d_loss: 0.3361 | g_loss: 6.9522
Epoch [   96/  100] | d_loss: 0.3331 | g_loss: 5.9645
Epoch [   96/  100] | d_loss: 0.3334 | g_loss: 6.2840
Epoch [   96/  100] | d_loss: 0.3404 | g_loss: 6.0577
Epoch [   96/  100] | d_loss: 0.3635 | g_loss: 5.0476
Epoch [   96/  100] | d_loss: 0.3405 | g_loss: 6.2867
Epoch [   96/  100] | d_loss: 0.3425 | g_loss: 7.0195
Epoch [   96/  100] | d_loss: 0.3311 | g_loss: 7.3620
Epoch [   96/  100] | d_loss: 0.3326 | g_loss: 6.0239
Epoch [   96/  100] | d_loss: 0.3310 | g_loss: 6.7347
Epoch [   96/  100] | d_loss: 0.3332 | g_loss: 6.5106
Epoch [   96/  100] | d_loss: 0.3328 | g_loss: 6.5437
Epoch [   96/  100] | d_loss: 0.3365 | g_loss: 5.9079
Epoch [   96/  100] | d_loss: 0.3290 | g_loss: 5.9610
Epoch [   96/  100] | d_loss: 0.3318 | g_loss: 6.9907
Epoch [   96/  100] | d_loss: 0.3323 | g_loss: 6.6845
Epoch [   96/  100] | d_loss: 0.3415 | g_loss: 8.5483
Epoch [   97/  100] | d_loss: 0.3388 | g_loss: 5.9524
Epoch [   97/  100] | d_loss: 0.3408 | g_loss: 6.8290
Epoch [   97/  100] | d_loss: 0.3365 | g_loss: 6.3584
Epoch [   97/  100] | d_loss: 0.3342 | g_loss: 7.1891
Epoch [   97/  100] | d_loss: 0.3377 | g_loss: 8.0758
Epoch [   97/  100] | d_loss: 0.3336 | g_loss: 6.7211
Epoch [   97/  100] | d_loss: 0.3352 | g_loss: 5.7177
Epoch [   97/  100] | d_loss: 0.3312 | g_loss: 5.5555
Epoch [   97/  100] | d_loss: 0.4049 | g_loss: 4.0630
Epoch [   97/  100] | d_loss: 0.3320 | g_loss: 6.2257
Epoch [   97/  100] | d_loss: 0.3308 | g_loss: 7.0663
Epoch [   97/  100] | d_loss: 0.3965 | g_loss: 8.7969
Epoch [   97/  100] | d_loss: 0.3346 | g_loss: 6.6689
Epoch [   97/  100] | d_loss: 0.3327 | g_loss: 6.6518
Epoch [   97/  100] | d_loss: 0.3348 | g_loss: 7.1746
Epoch [   97/  100] | d_loss: 0.3380 | g_loss: 7.0849
Epoch [   97/  100] | d_loss: 0.3342 | g_loss: 7.8750
Epoch [   97/  100] | d_loss: 0.3429 | g_loss: 7.4181
Epoch [   97/  100] | d_loss: 0.3336 | g_loss: 7.2045
Epoch [   97/  100] | d_loss: 0.3316 | g_loss: 5.8392
Epoch [   97/  100] | d_loss: 0.3324 | g_loss: 7.1594
Epoch [   97/  100] | d_loss: 0.3337 | g_loss: 6.4175
Epoch [   97/  100] | d_loss: 0.3329 | g_loss: 9.5417
Epoch [   97/  100] | d_loss: 0.3316 | g_loss: 6.4497
Epoch [   97/  100] | d_loss: 0.3341 | g_loss: 5.7980
Epoch [   97/  100] | d_loss: 0.3405 | g_loss: 8.5775
Epoch [   97/  100] | d_loss: 0.3318 | g_loss: 6.9289
Epoch [   97/  100] | d_loss: 0.3328 | g_loss: 7.3984
Epoch [   97/  100] | d_loss: 0.3347 | g_loss: 6.0033
Epoch [   98/  100] | d_loss: 0.3507 | g_loss: 7.8553
Epoch [   98/  100] | d_loss: 0.3312 | g_loss: 5.8689
Epoch [   98/  100] | d_loss: 0.3371 | g_loss: 5.9284
Epoch [   98/  100] | d_loss: 0.3370 | g_loss: 7.5028
Epoch [   98/  100] | d_loss: 0.3496 | g_loss: 5.9096
Epoch [   98/  100] | d_loss: 0.3337 | g_loss: 6.1516
Epoch [   98/  100] | d_loss: 0.3319 | g_loss: 7.0571
Epoch [   98/  100] | d_loss: 0.3328 | g_loss: 7.0896
Epoch [   98/  100] | d_loss: 0.3384 | g_loss: 6.1524
Epoch [   98/  100] | d_loss: 0.3422 | g_loss: 8.0734
Epoch [   98/  100] | d_loss: 0.3318 | g_loss: 6.7876
Epoch [   98/  100] | d_loss: 0.3321 | g_loss: 6.8347
Epoch [   98/  100] | d_loss: 0.3318 | g_loss: 6.8656
Epoch [   98/  100] | d_loss: 0.3348 | g_loss: 6.6081
Epoch [   98/  100] | d_loss: 0.3559 | g_loss: 6.8041
Epoch [   98/  100] | d_loss: 0.3305 | g_loss: 7.0224
Epoch [   98/  100] | d_loss: 0.3309 | g_loss: 7.0379
Epoch [   98/  100] | d_loss: 0.3501 | g_loss: 5.9712
Epoch [   98/  100] | d_loss: 0.3649 | g_loss: 4.7425
Epoch [   98/  100] | d_loss: 0.3392 | g_loss: 6.0092
Epoch [   98/  100] | d_loss: 0.3317 | g_loss: 7.9169
Epoch [   98/  100] | d_loss: 0.4776 | g_loss: 2.7763
Epoch [   98/  100] | d_loss: 0.3326 | g_loss: 6.4349
Epoch [   98/  100] | d_loss: 0.3393 | g_loss: 6.0397
Epoch [   98/  100] | d_loss: 0.3350 | g_loss: 5.9710
Epoch [   98/  100] | d_loss: 0.3374 | g_loss: 7.6685
Epoch [   98/  100] | d_loss: 0.3306 | g_loss: 8.7031
Epoch [   98/  100] | d_loss: 0.3316 | g_loss: 7.4691
Epoch [   98/  100] | d_loss: 0.3361 | g_loss: 5.9957
Epoch [   99/  100] | d_loss: 0.3504 | g_loss: 5.5131
Epoch [   99/  100] | d_loss: 0.3301 | g_loss: 7.7752
Epoch [   99/  100] | d_loss: 0.3323 | g_loss: 6.9393
Epoch [   99/  100] | d_loss: 0.3712 | g_loss: 6.2697
Epoch [   99/  100] | d_loss: 0.3336 | g_loss: 6.2386
Epoch [   99/  100] | d_loss: 0.3297 | g_loss: 7.0394
Epoch [   99/  100] | d_loss: 0.3304 | g_loss: 7.2439
Epoch [   99/  100] | d_loss: 0.3585 | g_loss: 6.7700
Epoch [   99/  100] | d_loss: 0.3309 | g_loss: 8.4844
Epoch [   99/  100] | d_loss: 0.3314 | g_loss: 5.9443
Epoch [   99/  100] | d_loss: 0.3413 | g_loss: 7.4244
Epoch [   99/  100] | d_loss: 0.3362 | g_loss: 6.3831
Epoch [   99/  100] | d_loss: 0.3301 | g_loss: 8.4602
Epoch [   99/  100] | d_loss: 0.3437 | g_loss: 6.1879
Epoch [   99/  100] | d_loss: 0.3320 | g_loss: 6.2705
Epoch [   99/  100] | d_loss: 0.3374 | g_loss: 5.7828
Epoch [   99/  100] | d_loss: 0.3298 | g_loss: 7.1836
Epoch [   99/  100] | d_loss: 0.3334 | g_loss: 7.0400
Epoch [   99/  100] | d_loss: 0.3492 | g_loss: 7.2382
Epoch [   99/  100] | d_loss: 0.3419 | g_loss: 7.2534
Epoch [   99/  100] | d_loss: 0.3432 | g_loss: 5.9951
Epoch [   99/  100] | d_loss: 0.3330 | g_loss: 6.8524
Epoch [   99/  100] | d_loss: 0.3394 | g_loss: 7.4388
Epoch [   99/  100] | d_loss: 0.3475 | g_loss: 6.4739
Epoch [   99/  100] | d_loss: 0.3441 | g_loss: 7.2364
Epoch [   99/  100] | d_loss: 0.3346 | g_loss: 5.9312
Epoch [   99/  100] | d_loss: 0.3483 | g_loss: 6.4955
Epoch [   99/  100] | d_loss: 0.3416 | g_loss: 6.6280
Epoch [   99/  100] | d_loss: 0.3479 | g_loss: 7.5238
Epoch [  100/  100] | d_loss: 0.4292 | g_loss: 4.3652
Epoch [  100/  100] | d_loss: 0.3305 | g_loss: 6.3497
Epoch [  100/  100] | d_loss: 0.3387 | g_loss: 6.0047
Epoch [  100/  100] | d_loss: 0.3359 | g_loss: 6.3405
Epoch [  100/  100] | d_loss: 0.3299 | g_loss: 6.8520
Epoch [  100/  100] | d_loss: 0.3321 | g_loss: 6.6847
Epoch [  100/  100] | d_loss: 0.3463 | g_loss: 5.9389
Epoch [  100/  100] | d_loss: 0.3360 | g_loss: 7.9260
Epoch [  100/  100] | d_loss: 0.3410 | g_loss: 6.3742
Epoch [  100/  100] | d_loss: 0.3360 | g_loss: 6.7116
Epoch [  100/  100] | d_loss: 0.3322 | g_loss: 5.3217
Epoch [  100/  100] | d_loss: 0.3316 | g_loss: 6.2589
Epoch [  100/  100] | d_loss: 0.3308 | g_loss: 6.3394
Epoch [  100/  100] | d_loss: 0.3311 | g_loss: 7.6748
Epoch [  100/  100] | d_loss: 0.3465 | g_loss: 7.9683
Epoch [  100/  100] | d_loss: 0.3406 | g_loss: 5.0671
Epoch [  100/  100] | d_loss: 0.3327 | g_loss: 7.3592
Epoch [  100/  100] | d_loss: 0.3344 | g_loss: 5.8028
Epoch [  100/  100] | d_loss: 0.3344 | g_loss: 6.6969
Epoch [  100/  100] | d_loss: 0.3520 | g_loss: 6.4728
Epoch [  100/  100] | d_loss: 0.3322 | g_loss: 7.0420
Epoch [  100/  100] | d_loss: 0.3572 | g_loss: 6.4992
Epoch [  100/  100] | d_loss: 0.3311 | g_loss: 6.8429
Epoch [  100/  100] | d_loss: 0.3393 | g_loss: 6.8047
Epoch [  100/  100] | d_loss: 0.3377 | g_loss: 6.3045
Epoch [  100/  100] | d_loss: 0.3363 | g_loss: 6.1392
Epoch [  100/  100] | d_loss: 0.3324 | g_loss: 5.3171
Epoch [  100/  100] | d_loss: 0.3291 | g_loss: 7.1418
Epoch [  100/  100] | d_loss: 0.3304 | g_loss: 7.1870

# Load model weights
G_state_dict = torch.load('G_checkpoint.pth')
G.load_state_dict(G_state_dict)

D_state_dict = torch.load('D_checkpoint.pth')
D.load_state_dict(D_state_dict)

with open('train_samples.pkl', 'rb') as f:
        samples = pkl.load(file=f)
        
with open('train_losses.pkl', 'rb') as f:
        losses = pkl.load(file=f)

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f7b6851cf60>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer:

• The dataset is baised because there are only pretty celebrities and mostly white people.
• Model size can be larger. Currently I used only four conv and transponse conv layers. ResNetetc module can add value and higher number of conv layers, dropouts, etc.
• Image size can be also bigger
• Data augmentations like brightness, roatations, etc. could add value
• Regarding optimization, I noticed, that outputs with different batch sizes look a bit different

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.